diff --git a/.github/workflows/cherry-pick-to-release-branch.yml b/.github/workflows/cherry-pick-to-release-branch.yml
index 4e8fd60117731..18dba108047dd 100644
--- a/.github/workflows/cherry-pick-to-release-branch.yml
+++ b/.github/workflows/cherry-pick-to-release-branch.yml
@@ -22,8 +22,8 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
-  release_pull_request_1_8:
-    if: "contains(github.event.pull_request.labels.*.name, 'need-cherry-pick-release-1.8')  &&  github.event.pull_request.merged == true"
+  release_pull_request_1_10:
+    if: "contains(github.event.pull_request.labels.*.name, 'need-cherry-pick-release-1.10')  &&  github.event.pull_request.merged == true"
     runs-on: ubuntu-latest
     name: release_pull_request
     steps:
@@ -32,9 +32,9 @@ jobs:
       - name: Create PR to branch
         uses: risingwavelabs/github-action-cherry-pick@master
         with:
-          pr_branch: 'release-1.8'
+          pr_branch: 'release-1.10'
           pr_labels: 'cherry-pick'
-          pr_body: ${{ format('Cherry picking \#{0} onto branch release-1.8', github.event.number) }}
+          pr_body: ${{ format('Cherry picking \#{0} onto branch release-1.10', github.event.number) }}
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
diff --git a/.github/workflows/package_version_check.yml b/.github/workflows/package_version_check.yml
new file mode 100644
index 0000000000000..e0bbd04eef12a
--- /dev/null
+++ b/.github/workflows/package_version_check.yml
@@ -0,0 +1,57 @@
+name: Package Version Checker
+
+on:
+  pull_request:
+    branches:
+      - 'main'
+
+jobs:
+  compare-package-version-with-latest-release-version:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v2
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: List branches
+        run: |
+          git fetch --all
+          release_branches=$(git branch -r | grep -E 'origin/release-[0-9]+\.[0-9]+' | sed 's/origin\///')
+          echo "Release branches:"
+          echo "$release_branches"
+          echo "$release_branches" > release_branches.txt
+
+      - name: Pick latest release branch
+        run: |
+          release_branches=$(cat release_branches.txt)
+          latest_branch=$(echo "$release_branches" | sort -t. -k1,1 -k2,2 -Vr | head -n 1)
+          echo "Latest release branch: $latest_branch"
+          latest_version=$(echo "$latest_branch" | sed -E 's/release-([0-9]+\.[0-9]+)/\1/' | sed 's/^[ \t]*//')
+          echo "Latest release version: $latest_version"
+          echo "$latest_version" > latest_release_version.txt
+
+      - name: Read Cargo.toml version
+        run: |
+          cargo_version=$(grep -oP '(?<=^version = ")[0-9]+\.[0-9]+' Cargo.toml)
+          echo "Cargo.toml version: $cargo_version"
+          echo "$cargo_version" > cargo_version.txt
+
+      - name: Compare versions
+        run: |
+          latest_version=$(cat latest_release_version.txt)
+          cargo_version=$(cat cargo_version.txt)
+
+          latest_major=$(echo $latest_version | cut -d. -f1)
+          latest_minor=$(echo $latest_version | cut -d. -f2)
+
+          cargo_major=$(echo $cargo_version | cut -d. -f1)
+          cargo_minor=$(echo $cargo_version | cut -d. -f2)
+
+          if [ "$cargo_major" -lt "$latest_major" ] || { [ "$cargo_major" -eq "$latest_major" ] && [ "$cargo_minor" -le "$latest_minor" ]; }; then
+            echo "Error: Cargo.toml package version $cargo_version is not larger than $latest_version"
+            exit 1
+          else
+            echo "Cargo.toml version $cargo_version is larger than or equal to $latest_version"
+          fi
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index cdd8b591d65c8..765befde5a752 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -24,10 +24,26 @@ jobs:
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         stale-issue-message: >
           This issue has been open for 60 days with no activity.
-          Could you please update the status? Feel free to continue discussion or close as not planned.
+
+          If you think it is still relevant today, and needs to be done *in the near future*, you can comment to update the status, or just manually remove the `no-issue-activity` label.
+
+          You can also confidently close this issue as not planned to keep our backlog clean.
+          Don't worry if you think the issue is still valuable to continue in the future.
+          It's searchable and can be reopened when it's time. 😄
         stale-pr-message: >
           This PR has been open for 60 days with no activity.
-          Could you please update the status? Feel free to ping a reviewer if you are waiting for review.
+
+          If it's blocked by code review, feel free to ping a reviewer or ask someone else to review it.
+
+          If you think it is still relevant today, and have time to work on it *in the near future*, you can comment to update the status, or just manually remove the `no-pr-activity` label.
+
+          You can also confidently close this PR to keep our backlog clean. (If no further action taken, the PR will be automatically closed after 7 days. Sorry!  🙏)
+          Don't worry if you think the PR is still valuable to continue in the future.
+          It's searchable and can be reopened when it's time. 😄
+        close-pr-message: >
+          Close this PR as there's no further actions taken after it is marked as stale for 7 days. Sorry! 🙏
+
+          You can reopen it when you have time to continue working on it.
         stale-issue-label: 'no-issue-activity'
         stale-pr-label: 'no-pr-activity'
         days-before-close: -1
diff --git a/Cargo.lock b/Cargo.lock
index d0c974ceed56d..bae8e2ebd3926 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -241,7 +241,7 @@ dependencies = [
 [[package]]
 name = "apache-avro"
 version = "0.16.0"
-source = "git+https://github.com/risingwavelabs/avro?rev=5349b0c7b35940d117397edbd314ca9087cdb892#5349b0c7b35940d117397edbd314ca9087cdb892"
+source = "git+https://github.com/risingwavelabs/avro?rev=25113ba88234a9ae23296e981d8302c290fdaa4b#25113ba88234a9ae23296e981d8302c290fdaa4b"
 dependencies = [
  "bzip2",
  "crc32fast",
@@ -1560,7 +1560,7 @@ dependencies = [
  "aws-smithy-types",
  "bytes",
  "http 0.2.9",
- "http 1.0.0",
+ "http 1.1.0",
  "pin-project-lite",
  "tokio",
  "tracing",
@@ -1663,7 +1663,7 @@ dependencies = [
  "axum-core 0.4.3",
  "bytes",
  "futures-util",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "http-body-util",
  "hyper 1.1.0",
@@ -1713,7 +1713,7 @@ dependencies = [
  "async-trait",
  "bytes",
  "futures-util",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "http-body-util",
  "mime",
@@ -1733,7 +1733,7 @@ checksum = "077959a7f8cf438676af90b483304528eb7e16eadadb7f44e9ada4f9dceb9e62"
 dependencies = [
  "axum-core 0.4.3",
  "chrono",
- "http 1.0.0",
+ "http 1.1.0",
  "mime_guess",
  "rust-embed",
  "tower-service",
@@ -2386,9 +2386,9 @@ checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
 
 [[package]]
 name = "chrono"
-version = "0.4.31"
+version = "0.4.38"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f2c685bad3eb3d45a01354cedb7d5faa66194d1d58ba6e267a8de788f79db38"
+checksum = "a21f936df1771bf62b77f047b726c4625ff2e8aa607c01ec06e5a05bd8463401"
 dependencies = [
  "android-tzdata",
  "iana-time-zone",
@@ -2396,7 +2396,7 @@ dependencies = [
  "num-traits",
  "serde",
  "wasm-bindgen",
- "windows-targets 0.48.5",
+ "windows-targets 0.52.0",
 ]
 
 [[package]]
@@ -2971,9 +2971,9 @@ checksum = "338089f42c427b86394a5ee60ff321da23a5c89c9d89514c829687b26359fcff"
 
 [[package]]
 name = "crc32c"
-version = "0.6.5"
+version = "0.6.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89254598aa9b9fa608de44b3ae54c810f0f06d755e24c50177f1f8f31ff50ce2"
+checksum = "0227b9f93e535d49bc7ce914c066243424ce85ed90864cebd0874b184e9b6947"
 dependencies = [
  "rustc_version 0.4.0",
 ]
@@ -3691,7 +3691,7 @@ dependencies = [
 
 [[package]]
 name = "delta_btree_map"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "educe",
  "enum-as-inner 0.6.0",
@@ -3890,7 +3890,7 @@ dependencies = [
  "deno_core",
  "deno_tls",
  "dyn-clone",
- "http 1.0.0",
+ "http 1.1.0",
  "pin-project",
  "reqwest 0.12.4",
  "serde",
@@ -3914,7 +3914,7 @@ dependencies = [
  "deno_net",
  "deno_websocket",
  "flate2",
- "http 1.0.0",
+ "http 1.1.0",
  "httparse",
  "hyper 0.14.27",
  "hyper 1.1.0",
@@ -4092,7 +4092,7 @@ dependencies = [
  "deno_tls",
  "fastwebsockets",
  "h2 0.4.4",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body-util",
  "hyper 1.1.0",
  "hyper-util",
@@ -5140,9 +5140,9 @@ dependencies = [
 
 [[package]]
 name = "foyer"
-version = "0.9.3"
+version = "0.9.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c67848bfb834bf15396d3a308c44eda6de992c06ad72db53857363725f3dd870"
+checksum = "0720e9cc504174e952382345ea25fe887fbd4c1761dccdd4c5276c6d1a93dbc5"
 dependencies = [
  "ahash 0.8.11",
  "anyhow",
@@ -5205,9 +5205,9 @@ dependencies = [
 
 [[package]]
 name = "foyer-storage"
-version = "0.8.4"
+version = "0.8.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5874cb737c3a6f29c2b784e02094375a24ddb2ce743a28bf8d69c3c490711044"
+checksum = "74811aec3df193b9c304d031e9f4879c4aab86cb78ff6e4cadf1188d014e7069"
 dependencies = [
  "ahash 0.8.11",
  "allocator-api2",
@@ -5884,7 +5884,7 @@ dependencies = [
  "futures-core",
  "futures-sink",
  "futures-util",
- "http 1.0.0",
+ "http 1.1.0",
  "indexmap 2.0.0",
  "slab",
  "tokio",
@@ -6076,9 +6076,9 @@ dependencies = [
 
 [[package]]
 name = "http"
-version = "1.0.0"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b32afd38673a8016f7c9ae69e5af41a58f81b1d31689040f2f1959594ce194ea"
+checksum = "21b9ddb458710bc376481b842f5da65cdf31522de232c1ca8146abce2a358258"
 dependencies = [
  "bytes",
  "fnv",
@@ -6103,7 +6103,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1cac85db508abc24a2e48553ba12a996e87244a0395ce011e62b37158745d643"
 dependencies = [
  "bytes",
- "http 1.0.0",
+ "http 1.1.0",
 ]
 
 [[package]]
@@ -6114,7 +6114,7 @@ checksum = "0475f8b2ac86659c21b64320d5d653f9efe42acd2a4e560073ec61a155a34f1d"
 dependencies = [
  "bytes",
  "futures-core",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "pin-project-lite",
 ]
@@ -6177,7 +6177,7 @@ dependencies = [
  "futures-channel",
  "futures-util",
  "h2 0.4.4",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "httparse",
  "httpdate",
@@ -6211,7 +6211,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a0bea761b46ae2b24eb4aef630d8d1c398157b6fc29e6350ecf090a0b70c952c"
 dependencies = [
  "futures-util",
- "http 1.0.0",
+ "http 1.1.0",
  "hyper 1.1.0",
  "hyper-util",
  "rustls 0.22.4",
@@ -6271,7 +6271,7 @@ dependencies = [
  "bytes",
  "futures-channel",
  "futures-util",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "hyper 1.1.0",
  "pin-project-lite",
@@ -6347,7 +6347,7 @@ dependencies = [
  "log",
  "murmur3",
  "once_cell",
- "opendal",
+ "opendal 0.45.1",
  "ordered-float 3.9.1",
  "parquet 50.0.0",
  "prometheus",
@@ -7025,7 +7025,7 @@ checksum = "c4cd1a83af159aa67994778be9070f0ae1bd732942279cabb14f86f986a21456"
 
 [[package]]
 name = "local_stats_alloc"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "workspace-hack",
 ]
@@ -7167,7 +7167,7 @@ dependencies = [
  "aws-smithy-types",
  "aws-types",
  "bytes",
- "http 1.0.0",
+ "http 1.1.0",
  "madsim",
  "spin 0.9.8",
  "tracing",
@@ -8050,7 +8050,7 @@ dependencies = [
  "percent-encoding",
  "prometheus",
  "quick-xml 0.31.0",
- "reqsign",
+ "reqsign 0.14.9",
  "reqwest 0.11.20",
  "serde",
  "serde_json",
@@ -8059,6 +8059,37 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "opendal"
+version = "0.47.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c3ba698f2258bebdf7a3a38862bb6ef1f96d351627002686dacc228f805bdd6"
+dependencies = [
+ "anyhow",
+ "async-trait",
+ "backon",
+ "base64 0.22.0",
+ "bytes",
+ "chrono",
+ "crc32c",
+ "flagset",
+ "futures",
+ "getrandom",
+ "http 1.1.0",
+ "log",
+ "md-5",
+ "once_cell",
+ "percent-encoding",
+ "quick-xml 0.31.0",
+ "reqsign 0.15.2",
+ "reqwest 0.12.4",
+ "serde",
+ "serde_json",
+ "sha2",
+ "tokio",
+ "uuid",
+]
+
 [[package]]
 name = "openidconnect"
 version = "3.4.0"
@@ -8665,7 +8696,7 @@ dependencies = [
 
 [[package]]
 name = "pgwire"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "auto_enums",
@@ -9883,11 +9914,12 @@ dependencies = [
 [[package]]
 name = "reqsign"
 version = "0.14.9"
-source = "git+https://github.com/wcy-fdu/reqsign.git?rev=c7dd668#c7dd668764ada1e7477177cfa913fec24252dd34"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43e319d9de9ff4d941abf4ac718897118b0fe04577ea3f8e0f5788971784eef5"
 dependencies = [
  "anyhow",
  "async-trait",
- "base64 0.22.0",
+ "base64 0.21.7",
  "chrono",
  "form_urlencoded",
  "getrandom",
@@ -9903,7 +9935,38 @@ dependencies = [
  "rand",
  "reqwest 0.11.20",
  "rsa",
- "rust-ini",
+ "rust-ini 0.20.0",
+ "serde",
+ "serde_json",
+ "sha1",
+ "sha2",
+]
+
+[[package]]
+name = "reqsign"
+version = "0.15.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "70fe66d4cd0b5ed9b1abbfe639bf6baeaaf509f7da2d51b31111ba945be59286"
+dependencies = [
+ "anyhow",
+ "async-trait",
+ "base64 0.22.0",
+ "chrono",
+ "form_urlencoded",
+ "getrandom",
+ "hex",
+ "hmac",
+ "home",
+ "http 1.1.0",
+ "jsonwebtoken",
+ "log",
+ "once_cell",
+ "percent-encoding",
+ "quick-xml 0.31.0",
+ "rand",
+ "reqwest 0.12.4",
+ "rsa",
+ "rust-ini 0.21.0",
  "serde",
  "serde_json",
  "sha1",
@@ -9969,7 +10032,7 @@ dependencies = [
  "futures-core",
  "futures-util",
  "h2 0.4.4",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "http-body-util",
  "hyper 1.1.0",
@@ -10016,7 +10079,7 @@ checksum = "a45d100244a467870f6cb763c4484d010a6bed6bd610b3676e3825d93fb4cfbd"
 dependencies = [
  "anyhow",
  "async-trait",
- "http 1.0.0",
+ "http 1.1.0",
  "reqwest 0.12.4",
  "serde",
  "thiserror",
@@ -10100,7 +10163,7 @@ dependencies = [
 
 [[package]]
 name = "risedev"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "chrono",
@@ -10130,7 +10193,7 @@ dependencies = [
 
 [[package]]
 name = "risedev-config"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "clap",
@@ -10143,7 +10206,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave-fields-derive"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "expect-test",
  "indoc",
@@ -10155,7 +10218,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_backup"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -10177,7 +10240,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_batch"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "arrow-array 50.0.0",
@@ -10199,7 +10262,7 @@ dependencies = [
  "madsim-tokio",
  "madsim-tonic",
  "memcomparable",
- "opendal",
+ "opendal 0.45.1",
  "parking_lot 0.12.1",
  "paste",
  "prometheus",
@@ -10233,7 +10296,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_bench"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -10274,7 +10337,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_cmd"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "clap",
  "madsim-tokio",
@@ -10294,7 +10357,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_cmd_all"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "clap",
@@ -10327,7 +10390,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_common"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "ahash 0.8.11",
  "anyhow",
@@ -10440,7 +10503,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_common_estimate_size"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "bytes",
  "educe",
@@ -10455,7 +10518,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_common_heap_profiling"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "chrono",
@@ -10470,7 +10533,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_common_metrics"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "bytes",
  "clap",
@@ -10502,7 +10565,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_common_proc_macro"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "bae",
  "itertools 0.12.1",
@@ -10514,7 +10577,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_common_service"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-trait",
  "axum 0.7.4",
@@ -10536,7 +10599,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_compaction_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -10564,7 +10627,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_compactor"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-trait",
  "await-tree",
@@ -10587,7 +10650,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_compute"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -10632,7 +10695,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_connector"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "apache-avro 0.16.0",
@@ -10695,7 +10758,7 @@ dependencies = [
  "mysql_common",
  "nexmark",
  "num-bigint",
- "opendal",
+ "opendal 0.45.1",
  "openssl",
  "parking_lot 0.12.1",
  "paste",
@@ -10762,7 +10825,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_connector_codec"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "apache-avro 0.16.0",
@@ -10783,7 +10846,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_ctl"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "bytes",
@@ -10825,7 +10888,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_dml"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "assert_matches",
  "criterion",
@@ -10849,7 +10912,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_e2e_extended_mode_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "chrono",
@@ -10864,7 +10927,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_error"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "bincode 1.3.3",
@@ -10880,7 +10943,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_expr"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "arrow-array 50.0.0",
@@ -10921,7 +10984,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_expr_impl"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "aho-corasick",
  "anyhow",
@@ -10988,7 +11051,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_frontend"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "arc-swap",
@@ -11070,7 +11133,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_frontend_macro"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -11079,7 +11142,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_hummock_sdk"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "bytes",
  "easy-ext",
@@ -11098,7 +11161,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_hummock_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-trait",
  "bytes",
@@ -11131,7 +11194,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_hummock_trace"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-trait",
  "bincode 2.0.0-rc.3",
@@ -11208,7 +11271,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_mem_table_spill_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-trait",
  "bytes",
@@ -11224,7 +11287,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_meta"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "aes-siv",
  "anyhow",
@@ -11299,7 +11362,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_meta_dashboard"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "axum 0.7.4",
@@ -11320,7 +11383,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_meta_model_migration"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-std",
  "sea-orm-migration",
@@ -11329,7 +11392,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_meta_model_v2"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "prost 0.12.1",
  "risingwave_common",
@@ -11342,7 +11405,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_meta_node"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "clap",
@@ -11374,7 +11437,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_meta_service"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -11402,7 +11465,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_object_store"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "async-trait",
  "await-tree",
@@ -11424,9 +11487,9 @@ dependencies = [
  "madsim",
  "madsim-aws-sdk-s3",
  "madsim-tokio",
- "opendal",
+ "opendal 0.47.0",
  "prometheus",
- "reqwest 0.11.20",
+ "reqwest 0.12.4",
  "risingwave_common",
  "rustls 0.23.5",
  "spin 0.9.8",
@@ -11438,7 +11501,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_pb"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "enum-as-inner 0.6.0",
  "fs-err",
@@ -11458,7 +11521,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_planner_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "expect-test",
@@ -11480,7 +11543,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_regress_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "clap",
@@ -11494,7 +11557,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_rpc_client"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "async-trait",
@@ -11528,7 +11591,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_rt"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "await-tree",
  "console",
@@ -11609,7 +11672,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_sqlparser"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "console",
@@ -11630,7 +11693,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_sqlsmith"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "chrono",
@@ -11658,7 +11721,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_state_cleaning_test"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "clap",
@@ -11678,7 +11741,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_storage"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "ahash 0.8.11",
  "anyhow",
@@ -11750,7 +11813,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_stream"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "anyhow",
  "assert_matches",
@@ -11818,7 +11881,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_test_runner"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "fail",
  "sync-point",
@@ -11827,7 +11890,7 @@ dependencies = [
 
 [[package]]
 name = "risingwave_variables"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "chrono",
  "workspace-hack",
@@ -12000,6 +12063,17 @@ dependencies = [
  "ordered-multimap",
 ]
 
+[[package]]
+name = "rust-ini"
+version = "0.21.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0d625ed57d8f49af6cfa514c42e1a71fadcff60eb0b1c517ff82fe41aa025b41"
+dependencies = [
+ "cfg-if",
+ "ordered-multimap",
+ "trim-in-place",
+]
+
 [[package]]
 name = "rust_decimal"
 version = "1.35.0"
@@ -14893,7 +14967,7 @@ dependencies = [
  "bytes",
  "futures-core",
  "futures-util",
- "http 1.0.0",
+ "http 1.1.0",
  "http-body 1.0.0",
  "http-body-util",
  "http-range-header",
@@ -15062,6 +15136,12 @@ dependencies = [
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "trim-in-place"
+version = "0.1.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "343e926fc669bc8cde4fa3129ab681c63671bae288b1f1081ceee6d9d37904fc"
+
 [[package]]
 name = "triomphe"
 version = "0.1.11"
@@ -16533,7 +16613,7 @@ dependencies = [
 
 [[package]]
 name = "with_options"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -16554,7 +16634,7 @@ dependencies = [
 
 [[package]]
 name = "workspace-config"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 dependencies = [
  "libz-sys",
  "log",
@@ -16566,7 +16646,7 @@ dependencies = [
 
 [[package]]
 name = "workspace-hack"
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 
 [[package]]
 name = "wyz"
diff --git a/Cargo.toml b/Cargo.toml
index 8e64f7074c9aa..bcc8da33ee032 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -68,7 +68,7 @@ exclude = ["e2e_test/udf/wasm", "lints"]
 resolver = "2"
 
 [workspace.package]
-version = "1.9.0-alpha"
+version = "1.11.0-alpha"
 edition = "2021"
 homepage = "https://github.com/risingwavelabs/risingwave"
 keywords = ["sql", "database", "streaming"]
@@ -76,7 +76,7 @@ license = "Apache-2.0"
 repository = "https://github.com/risingwavelabs/risingwave"
 
 [workspace.dependencies]
-foyer = { version = "0.9.3", features = ["nightly"] }
+foyer = { version = "0.9.4", features = ["nightly"] }
 auto_enums = { version = "0.8", features = ["futures03", "tokio1"] }
 await-tree = "0.2.1"
 aws-config = { version = "1", default-features = false, features = [
@@ -319,8 +319,6 @@ tokio-postgres = { git = "https://github.com/madsim-rs/rust-postgres.git", rev =
 futures-timer = { git = "https://github.com/madsim-rs/futures-timer.git", rev = "05b33b4" }
 # patch: unlimit 4MB message size for grpc client
 etcd-client = { git = "https://github.com/risingwavelabs/etcd-client.git", rev = "4e84d40" }
-# todo(wcy-fdu): remove this patch fork after opendal release a new version to apply azure workload identity change.
-reqsign = { git = "https://github.com/wcy-fdu/reqsign.git", rev = "c7dd668" }
 # patch to remove preserve_order from serde_json
 deno_core = { git = "https://github.com/bakjos/deno_core", rev = "9b241c6" }
 # patch to user reqwest 0.12.2
diff --git a/ci/scripts/e2e-cassandra-sink-test.sh b/ci/scripts/e2e-cassandra-sink-test.sh
index cae03843c4703..41ff0e97190d0 100755
--- a/ci/scripts/e2e-cassandra-sink-test.sh
+++ b/ci/scripts/e2e-cassandra-sink-test.sh
@@ -33,7 +33,8 @@ tar xf ./risingwave-connector.tar.gz -C ./connector-node
 
 echo "--- starting risingwave cluster"
 risedev ci-start ci-sink-test
-sleep 1
+# Wait cassandra server to start
+sleep 40
 
 echo "--- create cassandra table"
 curl https://downloads.apache.org/cassandra/4.1.3/apache-cassandra-4.1.3-bin.tar.gz  --output apache-cassandra-4.1.3-bin.tar.gz
@@ -47,7 +48,7 @@ pip3 install --break-system-packages cassandra-driver
 cd apache-cassandra-4.1.3/bin
 export CQLSH_HOST=cassandra-server
 export CQLSH_PORT=9042
-./cqlsh -e "CREATE KEYSPACE demo WITH replication = {'class': 'SimpleStrategy', 'replication_factor': 1};use demo;
+./cqlsh --request-timeout=20 -e "CREATE KEYSPACE demo WITH replication = {'class': 'SimpleStrategy', 'replication_factor': 1};use demo;
 CREATE table demo_bhv_table(v1 int primary key,v2 smallint,v3 bigint,v4 float,v5 double,v6 text,v7 date,v8 timestamp,v9 boolean);"
 
 echo "--- testing sinks"
@@ -55,7 +56,7 @@ cd ../../
 sqllogictest -p 4566 -d dev './e2e_test/sink/cassandra_sink.slt'
 sleep 1
 cd apache-cassandra-4.1.3/bin
-./cqlsh -e "COPY demo.demo_bhv_table TO './query_result.csv' WITH HEADER = false AND ENCODING = 'UTF-8';"
+./cqlsh --request-timeout=20 -e "COPY demo.demo_bhv_table TO './query_result.csv' WITH HEADER = false AND ENCODING = 'UTF-8';"
 
 if cat ./query_result.csv | awk -F "," '{
     exit !($1 == 1 && $2 == 1 && $3 == 1 && $4 == 1.1 && $5 == 1.2 && $6 == "test" && $7 == "2013-01-01" && $8 == "2013-01-01 01:01:01.000+0000" && $9 == "False\r"); }'; then
diff --git a/ci/scripts/e2e-sink-test.sh b/ci/scripts/e2e-sink-test.sh
index 5125ddedfdf8e..eaee563c7a992 100755
--- a/ci/scripts/e2e-sink-test.sh
+++ b/ci/scripts/e2e-sink-test.sh
@@ -45,7 +45,7 @@ mysql --host=mysql --port=3306 -u root -p123456 test < ./e2e_test/sink/remote/my
 echo "--- preparing postgresql"
 
 # set up PG sink destination
-apt-get -y install postgresql-client
+apt-get -y install postgresql-client jq
 export PGPASSWORD=postgres
 psql -h db -U postgres -c "CREATE ROLE test LOGIN SUPERUSER PASSWORD 'connector';"
 createdb -h db -U postgres test
diff --git a/dashboard/pages/await_tree.tsx b/dashboard/pages/await_tree.tsx
index 8163d4acc23c6..6babcccf7e91a 100644
--- a/dashboard/pages/await_tree.tsx
+++ b/dashboard/pages/await_tree.tsx
@@ -88,10 +88,14 @@ export default function AwaitTreeDump() {
         .join("\n")
       const barrierWorkerState = _(response.barrierWorkerState)
         .entries()
-        .map(([k, v]) => `[BarrierWorkerState ${k}]\n${v}`)
+        .map(([k, v]) => `[BarrierWorkerState (Worker ${k})]\n${v}`)
+        .join("\n")
+      const jvmStackTraces = _(response.jvmStackTraces)
+        .entries()
+        .map(([k, v]) => `[JVM (Worker ${k})]\n${v}`)
         .join("\n")
 
-      result = `${title}\n\n${actorTraces}\n${rpcTraces}\n${compactionTraces}\n${barrierTraces}\n${barrierWorkerState}`
+      result = `${title}\n\n${actorTraces}\n${rpcTraces}\n${compactionTraces}\n${barrierTraces}\n${barrierWorkerState}\n\n${jvmStackTraces}`
     } catch (e: any) {
       result = `${title}\n\nERROR: ${e.message}\n${e.cause}`
     }
diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index d991a6c2a5c35..c05162be34ad2 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
-{"__inputs":[],"annotations":{"list":[]},"description":"RisingWave Dev Dashboard","editable":true,"gnetId":null,"graphTooltip":0,"hideControls":false,"id":null,"links":[],"panels":[{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":1,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Information about actors","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":2,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"group(actor_info{job=~\"$job\",instance=~\"$node\"}) by (actor_id, fragment_id, compute_node)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"group(actor_info{job=~\"$job\",instance=~\"$node\"}) by (actor_id, fragment_id, compute_node)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Actor Info","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true,"Value":true},"indexByName":{"actor_id":0,"compute_node":2,"fragment_id":1}}}],"transparent":false,"type":"table"},{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Information about state tables. Column `materialized_view_id` is the id of the materialized view that this state table belongs to.","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":12,"y":0},"height":null,"hideTimeOverride":false,"id":3,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"group(table_info{job=~\"$job\",instance=~\"$node\"}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"group(table_info{job=~\"$job\",instance=~\"$node\"}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"State Table Info","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true,"Value":true},"indexByName":{"compaction_group_id":5,"fragment_id":4,"materialized_view_id":3,"table_id":0,"table_name":1,"table_type":2}}}],"transparent":false,"type":"table"},{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Actor count per compute node","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":0,"y":8},"height":null,"hideTimeOverride":false,"id":4,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"count(actor_info{job=~\"$job\",instance=~\"$node\"}) by (compute_node)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"count(actor_info{job=~\"$job\",instance=~\"$node\"}) by (compute_node)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Actor Count (Group By Compute Node)","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true},"indexByName":{"compaction_group_id":5,"fragment_id":4,"materialized_view_id":3,"table_id":0,"table_name":1,"table_type":2}}}],"transparent":false,"type":"table"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Actor/Table Id Info","transformations":[],"transparent":false,"type":"row"},{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":1},"height":null,"hideTimeOverride":false,"id":5,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The number of each type of RisingWave components alive.","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":""},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":6,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":["last"],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"sum(worker_num{job=~\"$job\",instance=~\"$node\"}) by (worker_type)","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"{{worker_type}}","metric":"","query":"sum(worker_num{job=~\"$job\",instance=~\"$node\"}) by (worker_type)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node Count","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The memory usage of each RisingWave 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index 9c5f40dafbed1..aed8ccab0329a 100644
--- a/docker/docker-compose-distributed-etcd.yml
+++ b/docker/docker-compose-distributed-etcd.yml
@@ -1,7 +1,7 @@
 ---
 version: "3"
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   compactor-0:
     <<: *image
diff --git a/docker/docker-compose-distributed.yml b/docker/docker-compose-distributed.yml
index 80ce64cb90531..b43f5f1f1921f 100644
--- a/docker/docker-compose-distributed.yml
+++ b/docker/docker-compose-distributed.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   compactor-0:
     <<: *image
diff --git a/docker/docker-compose-etcd.yml b/docker/docker-compose-etcd.yml
index b173ec338d38d..fb1787a029f01 100644
--- a/docker/docker-compose-etcd.yml
+++ b/docker/docker-compose-etcd.yml
@@ -1,7 +1,7 @@
 ---
 version: "3"
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-azblob.yml b/docker/docker-compose-with-azblob.yml
index e1bf11bb28ff0..3269b2c815a82 100644
--- a/docker/docker-compose-with-azblob.yml
+++ b/docker/docker-compose-with-azblob.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-gcs.yml b/docker/docker-compose-with-gcs.yml
index fcad2692f474d..1de6b4ee6253d 100644
--- a/docker/docker-compose-with-gcs.yml
+++ b/docker/docker-compose-with-gcs.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-local-fs.yml b/docker/docker-compose-with-local-fs.yml
index d7b5e22c36243..aa02531db1d3e 100644
--- a/docker/docker-compose-with-local-fs.yml
+++ b/docker/docker-compose-with-local-fs.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-obs.yml b/docker/docker-compose-with-obs.yml
index 45c84e32f652d..39fb135132da5 100644
--- a/docker/docker-compose-with-obs.yml
+++ b/docker/docker-compose-with-obs.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-oss.yml b/docker/docker-compose-with-oss.yml
index 25aeae746e3b7..677d0ce82b27c 100644
--- a/docker/docker-compose-with-oss.yml
+++ b/docker/docker-compose-with-oss.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-s3.yml b/docker/docker-compose-with-s3.yml
index 75ffded8edcbc..9a3d33b261aff 100644
--- a/docker/docker-compose-with-s3.yml
+++ b/docker/docker-compose-with-s3.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose-with-sqlite.yml b/docker/docker-compose-with-sqlite.yml
index 065a60610f333..1d495fd0e7875 100644
--- a/docker/docker-compose-with-sqlite.yml
+++ b/docker/docker-compose-with-sqlite.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/docker/docker-compose.yml b/docker/docker-compose.yml
index 6042fbba261df..71280dc6e98b5 100644
--- a/docker/docker-compose.yml
+++ b/docker/docker-compose.yml
@@ -1,6 +1,6 @@
 ---
 x-image: &image
-  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1-rc.2}
+  image: ${RW_IMAGE:-risingwavelabs/risingwave:v1.9.1}
 services:
   risingwave-standalone:
     <<: *image
diff --git a/e2e_test/batch/catalog/pg_attribute.slt.part b/e2e_test/batch/catalog/pg_attribute.slt.part
index 4c8570ce2f474..2615466685a3a 100644
--- a/e2e_test/batch/catalog/pg_attribute.slt.part
+++ b/e2e_test/batch/catalog/pg_attribute.slt.part
@@ -42,5 +42,10 @@ tmp_idx	id1	{2,1,3,5}
 tmp_idx	id2	{2,1,3,5}
 tmp_idx	id3	{2,1,3,5}
 
+query T
+select attoptions from pg_catalog.pg_attribute LIMIT 1;
+----
+NULL
+
 statement ok
 drop table tmp;
diff --git a/e2e_test/batch/catalog/pg_indexes.slt.part b/e2e_test/batch/catalog/pg_indexes.slt.part
index 634739406e917..c8e8ef6267037 100644
--- a/e2e_test/batch/catalog/pg_indexes.slt.part
+++ b/e2e_test/batch/catalog/pg_indexes.slt.part
@@ -1,5 +1,5 @@
 statement ok
-create table t(a int, b int);
+create table t(a int primary key, b int);
 
 statement ok
 create index idx1 on t(a);
@@ -12,6 +12,7 @@ select schemaname, tablename, indexname, tablespace, indexdef from pg_catalog.pg
 ----
 public t idx1 NULL CREATE INDEX idx1 ON t(a)
 public t idx2 NULL CREATE INDEX idx2 ON t(b)
+public t t_pkey NULL (empty)
 
 statement ok
 drop table t;
diff --git a/e2e_test/batch/catalog/pg_settings.slt.part b/e2e_test/batch/catalog/pg_settings.slt.part
index 2a130de04c19c..a3fd0edc65227 100644
--- a/e2e_test/batch/catalog/pg_settings.slt.part
+++ b/e2e_test/batch/catalog/pg_settings.slt.part
@@ -7,6 +7,7 @@ internal data_directory
 internal parallel_compact_size_mb
 internal sstable_size_mb
 internal state_store
+internal use_new_object_prefix_strategy
 postmaster backup_storage_directory
 postmaster backup_storage_url
 postmaster barrier_interval_ms
diff --git a/e2e_test/batch/over_window/main.slt.part b/e2e_test/batch/over_window/main.slt.part
index dca370c0306ee..9ef0a7572380d 100644
--- a/e2e_test/batch/over_window/main.slt.part
+++ b/e2e_test/batch/over_window/main.slt.part
@@ -1 +1,2 @@
 include ./generated/main.slt.part
+include ./session/mod.slt.part
diff --git a/e2e_test/batch/over_window/session/mod.slt.part b/e2e_test/batch/over_window/session/mod.slt.part
new file mode 100644
index 0000000000000..eb0e09675cff7
--- /dev/null
+++ b/e2e_test/batch/over_window/session/mod.slt.part
@@ -0,0 +1,61 @@
+# Because currently general streaming version of session window is not supported yet,
+# we only add e2e for batch mode.
+
+statement ok
+create table t (
+    tm timestamp,
+    foo int,
+    bar int
+);
+
+statement ok
+create view v1 as
+select
+    *,
+    first_value(tm) over (partition by bar order by tm session with gap '10 minutes') as window_start,
+    last_value(tm) over (partition by bar order by tm session with gap '10 minutes') as window_end
+from t;
+
+statement ok
+insert into t values
+  ('2023-05-06 16:51:00', 1, 100)
+, ('2023-05-06 16:56:00', 8, 100)
+, ('2023-05-06 17:30:00', 3, 200)
+, ('2023-05-06 17:35:00', 5, 100)
+, ('2023-05-06 17:59:00', 4, 100)
+, ('2023-05-06 18:01:00', 6, 200)
+;
+
+query TiiTT
+select * from v1 order by tm;
+----
+2023-05-06 16:51:00	1	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 16:56:00	8	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 17:30:00	3	200	2023-05-06 17:30:00	2023-05-06 17:30:00
+2023-05-06 17:35:00	5	100	2023-05-06 17:35:00	2023-05-06 17:35:00
+2023-05-06 17:59:00	4	100	2023-05-06 17:59:00	2023-05-06 17:59:00
+2023-05-06 18:01:00	6	200	2023-05-06 18:01:00	2023-05-06 18:01:00
+
+statement ok
+insert into t values
+  ('2023-05-06 18:08:00', 7, 100)
+, ('2023-05-06 18:10:00', 9, 200)
+;
+
+query TiiTT
+select * from v1 order by tm;
+----
+2023-05-06 16:51:00	1	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 16:56:00	8	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 17:30:00	3	200	2023-05-06 17:30:00	2023-05-06 17:30:00
+2023-05-06 17:35:00	5	100	2023-05-06 17:35:00	2023-05-06 17:35:00
+2023-05-06 17:59:00	4	100	2023-05-06 17:59:00	2023-05-06 18:08:00
+2023-05-06 18:01:00	6	200	2023-05-06 18:01:00	2023-05-06 18:10:00
+2023-05-06 18:08:00	7	100	2023-05-06 17:59:00	2023-05-06 18:08:00
+2023-05-06 18:10:00	9	200	2023-05-06 18:01:00	2023-05-06 18:10:00
+
+statement ok
+drop view v1;
+
+statement ok
+drop table t;
diff --git a/e2e_test/iceberg/main.py b/e2e_test/iceberg/main.py
index 03066033c6d24..c64ce725f6c3a 100644
--- a/e2e_test/iceberg/main.py
+++ b/e2e_test/iceberg/main.py
@@ -129,6 +129,7 @@ def drop_table(args, drop_sqls):
         verify_sql = test_case.get("verify_sql")
         print(f"verify_sql:{verify_sql}")
         verify_data = test_case.get("verify_data")
+        verify_slt = test_case.get("verify_slt")
         cmp_sqls = test_case.get("cmp_sqls")
         drop_sqls = test_case["drop_sqls"]
         config = configparser.ConfigParser()
@@ -146,6 +147,8 @@ def drop_table(args, drop_sqls):
             verify_result(config, verify_sql, verify_schema, verify_data)
         if cmp_sqls is not None and cmp_sqls != "" and len(cmp_sqls) == 2:
             compare_sql(config, cmp_sqls)
+        if verify_slt is not None and verify_slt != "":
+            execute_slt(config, verify_slt)
         if drop_sqls is not None and drop_sqls != "":
             drop_table(config, drop_sqls)
 
diff --git a/e2e_test/iceberg/test_case/iceberg_sink_no_partition_append_only_table_verify.slt b/e2e_test/iceberg/test_case/iceberg_sink_no_partition_append_only_table_verify.slt
new file mode 100644
index 0000000000000..74629053344b5
--- /dev/null
+++ b/e2e_test/iceberg/test_case/iceberg_sink_no_partition_append_only_table_verify.slt
@@ -0,0 +1,25 @@
+statement ok
+CREATE SOURCE iceberg_source
+WITH (
+    connector = 'iceberg',
+    s3.endpoint = 'http://127.0.0.1:9301',
+    s3.region = 'us-east-1',
+    s3.access.key = 'hummockadmin',
+    s3.secret.key = 'hummockadmin',
+    catalog.type = 'storage',
+    warehouse.path = 's3://icebergdata/demo',
+    database.name = 'demo_db',
+    table.name = 'no_partition_append_only_table',
+);
+
+query I
+SELECT id from iceberg_source ORDER by id;
+----
+1
+2
+3
+4
+5
+
+statement ok
+DROP SOURCE iceberg_source
diff --git a/e2e_test/iceberg/test_case/iceberg_sink_partition_append_only_table_verify.slt b/e2e_test/iceberg/test_case/iceberg_sink_partition_append_only_table_verify.slt
new file mode 100644
index 0000000000000..4e6beb709f920
--- /dev/null
+++ b/e2e_test/iceberg/test_case/iceberg_sink_partition_append_only_table_verify.slt
@@ -0,0 +1,25 @@
+statement ok
+CREATE SOURCE iceberg_source
+WITH (
+    connector = 'iceberg',
+    s3.endpoint = 'http://127.0.0.1:9301',
+    s3.region = 'us-east-1',
+    s3.access.key = 'hummockadmin',
+    s3.secret.key = 'hummockadmin',
+    catalog.type = 'storage',
+    warehouse.path = 's3://icebergdata/demo',
+    database.name = 'demo_db',
+    table.name = 'partition_append_only_table',
+);
+
+query I
+SELECT id from iceberg_source ORDER by id;
+----
+1
+2
+3
+4
+5
+
+statement ok
+DROP SOURCE iceberg_source
diff --git a/e2e_test/iceberg/test_case/iceberg_sink_range_partition_append_only_table_verify.slt b/e2e_test/iceberg/test_case/iceberg_sink_range_partition_append_only_table_verify.slt
new file mode 100644
index 0000000000000..9d03d99aada1b
--- /dev/null
+++ b/e2e_test/iceberg/test_case/iceberg_sink_range_partition_append_only_table_verify.slt
@@ -0,0 +1,25 @@
+statement ok
+CREATE SOURCE iceberg_source
+WITH (
+    connector = 'iceberg',
+    s3.endpoint = 'http://127.0.0.1:9301',
+    s3.region = 'us-east-1',
+    s3.access.key = 'hummockadmin',
+    s3.secret.key = 'hummockadmin',
+    catalog.type = 'storage',
+    warehouse.path = 's3://icebergdata/demo',
+    database.name = 'demo_db',
+    table.name = 'range_partition_append_only_table',
+);
+
+query I
+SELECT id from iceberg_source ORDER by id;
+----
+1
+2
+3
+4
+5
+
+statement ok
+DROP SOURCE iceberg_source
diff --git a/e2e_test/iceberg/test_case/no_partition_append_only.toml b/e2e_test/iceberg/test_case/no_partition_append_only.toml
index 58f5900586d02..7d2952c508756 100644
--- a/e2e_test/iceberg/test_case/no_partition_append_only.toml
+++ b/e2e_test/iceberg/test_case/no_partition_append_only.toml
@@ -33,6 +33,8 @@ verify_data = """
 5,5,5000,5.5,5.55,5-5,true,2022-03-15,2022-03-15 05:00:00+00:00,2022-03-15 05:00:00,none
 """
 
+verify_slt = 'test_case/iceberg_sink_no_partition_append_only_table_verify.slt'
+
 drop_sqls = [
  'DROP TABLE IF EXISTS demo_db.no_partition_append_only_table',
  'DROP SCHEMA IF EXISTS demo_db'
diff --git a/e2e_test/iceberg/test_case/partition_append_only.toml b/e2e_test/iceberg/test_case/partition_append_only.toml
index 9fd55ee0b0044..b36dfb98e369f 100644
--- a/e2e_test/iceberg/test_case/partition_append_only.toml
+++ b/e2e_test/iceberg/test_case/partition_append_only.toml
@@ -35,6 +35,8 @@ verify_data = """
 5,5,5000,5.5,5.55,5-5,true,2022-03-15,2022-03-15 05:00:00+00:00,2022-03-15 05:00:00,none
 """
 
+verify_slt = 'test_case/iceberg_sink_partition_append_only_table_verify.slt'
+
 drop_sqls = [
  'DROP TABLE IF EXISTS demo_db.partition_append_only_table',
  'DROP SCHEMA IF EXISTS demo_db'
diff --git a/e2e_test/iceberg/test_case/range_partition_append_only.toml b/e2e_test/iceberg/test_case/range_partition_append_only.toml
index d8c12d744584a..d54407f91dc10 100644
--- a/e2e_test/iceberg/test_case/range_partition_append_only.toml
+++ b/e2e_test/iceberg/test_case/range_partition_append_only.toml
@@ -35,6 +35,8 @@ verify_data = """
 5,5,5000,5.5,5.55,5-5,true,2022-03-15,2022-03-15 05:00:00+00:00,2022-03-15 05:00:00,none
 """
 
+verify_slt = 'test_case/iceberg_sink_range_partition_append_only_table_verify.slt'
+
 drop_sqls = [
  'DROP TABLE IF EXISTS demo_db.range_partition_append_only_table',
  'DROP SCHEMA IF EXISTS demo_db'
diff --git a/e2e_test/sink/clickhouse_sink.slt b/e2e_test/sink/clickhouse_sink.slt
index 2adc70dcf409e..e5bac0d8d521d 100644
--- a/e2e_test/sink/clickhouse_sink.slt
+++ b/e2e_test/sink/clickhouse_sink.slt
@@ -1,3 +1,6 @@
+statement ok
+set sink_decouple = false;
+
 statement ok
 CREATE TABLE t6 (v1 int primary key, v2 bigint, v3 varchar, v4 smallint, v5 decimal);
 
diff --git a/e2e_test/sink/kafka/avro.slt b/e2e_test/sink/kafka/avro.slt
index 1cf27b811d9be..e0e339eead402 100644
--- a/e2e_test/sink/kafka/avro.slt
+++ b/e2e_test/sink/kafka/avro.slt
@@ -1,3 +1,6 @@
+statement ok
+set sink_decouple = false;
+
 statement ok
 create table from_kafka ( *, gen_i32_field int as int32_field + 2, primary key (some_key) )
 include key as some_key
@@ -42,8 +45,126 @@ create sink sink0 from into_kafka with (
 format upsert encode avro (
   schema.registry = 'http://schemaregistry:8082');
 
+system ok
+rpk topic create test-rw-sink-plain-avro
+
+system ok
+jq '{"schema": tojson}' << EOF | curl -X POST -H 'content-type: application/json' -d @- 'http://schemaregistry:8082/subjects/test-rw-sink-plain-avro-value/versions'
+{
+  "type": "record",
+  "name": "Simple",
+  "fields": [
+    {
+      "name": "int32_field",
+      "type": ["null", "int"]
+    },
+    {
+      "name": "string_field",
+      "type": ["null", "string"]
+    }
+  ]
+}
+EOF
+
+statement ok
+create table from_kafka_plain
+include key as raw_key
+with (
+  connector = 'kafka',
+  topic = 'test-rw-sink-plain-avro',
+  properties.bootstrap.server = 'message_queue:29092')
+format plain encode avro (
+  schema.registry = 'http://schemaregistry:8082');
+
+statement ok
+create sink sink_plain_key_none as select int32_field, string_field from into_kafka with (
+  connector = 'kafka',
+  topic = 'test-rw-sink-plain-avro',
+  properties.bootstrap.server = 'message_queue:29092')
+format plain encode avro (
+  force_append_only = true,
+  schema.registry = 'http://schemaregistry:8082');
+
+statement ok
+create sink sink_plain_key_text as select int32_field, string_field from into_kafka with (
+  connector = 'kafka',
+  topic = 'test-rw-sink-plain-avro',
+  properties.bootstrap.server = 'message_queue:29092',
+  primary_key = 'int32_field')
+format plain encode avro (
+  force_append_only = true,
+  schema.registry = 'http://schemaregistry:8082')
+key encode text;
+
+system ok
+jq '{"schema": tojson}' << EOF | curl -X POST -H 'content-type: application/json' -d @- 'http://schemaregistry:8082/subjects/test-rw-sink-plain-avro-key/versions'
+{
+  "type": "record",
+  "name": "Key",
+  "fields": [
+    {
+      "name": "int32_field",
+      "type": ["null", "int"]
+    }
+  ]
+}
+EOF
+
+statement ok
+create sink sink_plain_key_avro as select int32_field, string_field from into_kafka with (
+  connector = 'kafka',
+  topic = 'test-rw-sink-plain-avro',
+  properties.bootstrap.server = 'message_queue:29092',
+  primary_key = 'int32_field')
+format plain encode avro (
+  force_append_only = true,
+  schema.registry = 'http://schemaregistry:8082');
+
 sleep 2s
 
+query ITT
+select
+  int32_field,
+  string_field,
+  case when octet_length(raw_key) > 5 and substring(raw_key from 1 for 1) = '\x00'
+  then substring(raw_key from 6) -- skip indeterministic confluent schema registry header
+  else raw_key end
+from from_kafka_plain order by string_field, raw_key;
+----
+22 Rising \x022c
+22 Rising \x3232
+22 Rising NULL
+11 Wave   \x0216
+11 Wave   \x3131
+11 Wave   NULL
+
+statement ok
+drop sink sink_plain_key_avro;
+
+statement ok
+drop sink sink_plain_key_text;
+
+statement ok
+drop sink sink_plain_key_none;
+
+statement ok
+drop table from_kafka_plain;
+
+system ok
+curl -X DELETE 'http://schemaregistry:8082/subjects/test-rw-sink-plain-avro-key'
+
+system ok
+curl -X DELETE 'http://schemaregistry:8082/subjects/test-rw-sink-plain-avro-key?permanent=true'
+
+system ok
+curl -X DELETE 'http://schemaregistry:8082/subjects/test-rw-sink-plain-avro-value'
+
+system ok
+curl -X DELETE 'http://schemaregistry:8082/subjects/test-rw-sink-plain-avro-value?permanent=true'
+
+system ok
+rpk topic delete test-rw-sink-plain-avro
+
 query TTTRRIITTTTTTTT
 select
   bool_field,
diff --git a/e2e_test/sink/kafka/create_sink.slt b/e2e_test/sink/kafka/create_sink.slt
index c3f738fbce2ae..f5e2e0333bc35 100644
--- a/e2e_test/sink/kafka/create_sink.slt
+++ b/e2e_test/sink/kafka/create_sink.slt
@@ -1,6 +1,9 @@
 statement ok
 set rw_implicit_flush=true;
 
+statement ok
+set sink_decouple = false;
+
 statement ok
 create table t_kafka (
     id integer primary key,
diff --git a/e2e_test/sink/kafka/protobuf.slt b/e2e_test/sink/kafka/protobuf.slt
index c3f6f0d3ad8e2..61a91435567da 100644
--- a/e2e_test/sink/kafka/protobuf.slt
+++ b/e2e_test/sink/kafka/protobuf.slt
@@ -1,3 +1,6 @@
+statement ok
+set sink_decouple = false;
+
 statement ok
 create table from_kafka with (
   connector = 'kafka',
diff --git a/e2e_test/sink/mqtt_sink.slt b/e2e_test/sink/mqtt_sink.slt
index d19addb024c97..2602d2ddc6198 100644
--- a/e2e_test/sink/mqtt_sink.slt
+++ b/e2e_test/sink/mqtt_sink.slt
@@ -1,3 +1,6 @@
+statement ok
+set sink_decouple = false;
+
 statement ok
 CREATE TABLE mqtt (
   device_id varchar,
diff --git a/e2e_test/sink/pulsar_sink.slt b/e2e_test/sink/pulsar_sink.slt
index 2284f9c1877e3..f8d6aa1aaff4c 100644
--- a/e2e_test/sink/pulsar_sink.slt
+++ b/e2e_test/sink/pulsar_sink.slt
@@ -1,3 +1,6 @@
+statement ok
+set sink_decouple = false;
+
 statement ok
 CREATE TABLE pulsar (
     id BIGINT,
diff --git a/e2e_test/source/cdc/mysql_cdc.sql b/e2e_test/source/cdc/mysql_cdc.sql
index 2c53e57748163..95c7c53ae1ef0 100644
--- a/e2e_test/source/cdc/mysql_cdc.sql
+++ b/e2e_test/source/cdc/mysql_cdc.sql
@@ -19,15 +19,15 @@ VALUES (default,"scooter","Small 2-wheel scooter"),
        (default,"hammer","14oz carpenter's hammer"),
        (default,"hammer","16oz carpenter's hammer"),
        (default,"rocks","box of assorted rocks"),
-       (default,"jacket","water resistent black wind breaker"),
+       (default,"jacket","water resistant black wind breaker"),
        (default,"spare tire","24 inch spare tire");
 
 
 CREATE TABLE orders (
     order_id INTEGER NOT NULL AUTO_INCREMENT PRIMARY KEY,
     order_date DATETIME NOT NULL,
-    customer_name VARCHAR(255) NOT NULL,
-    price DECIMAL(10, 5) NOT NULL,
+    `cusTomer_Name` VARCHAR(255) NOT NULL,
+    `priCE` DECIMAL(10, 5) NOT NULL,
     product_id INTEGER NOT NULL,
     order_status BOOLEAN NOT NULL -- Whether order has been placed
 ) AUTO_INCREMENT = 10001;
diff --git a/e2e_test/source_inline/kafka/avro/name_strategy.slt b/e2e_test/source_inline/kafka/avro/name_strategy.slt
index 737b97316cc9a..09bd171bafe37 100644
--- a/e2e_test/source_inline/kafka/avro/name_strategy.slt
+++ b/e2e_test/source_inline/kafka/avro/name_strategy.slt
@@ -126,12 +126,12 @@ FROM
 ORDER BY
  "ID";
 ----
-update id1 -1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z -21474836.47 NULL NULL NULL
-delete id2 2 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 99999999.99 NULL NULL NULL
-delete id3 3 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.47 NULL NULL NULL
-delete id5 5 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL
-NULL id6 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL (abcdefg) NULL
-NULL id7 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL NULL 67e55044-10b1-426f-9247-bb680e5fe0c8
+update id1 -1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z -21474836.47 NULL NULL NULL NaN
+delete id2 2 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 99999999.99 NULL NULL NULL NaN
+delete id3 3 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.47 NULL NULL NULL NaN
+delete id5 5 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL NaN
+NULL id6 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL (abcdefg) NULL NaN
+NULL id7 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL NULL 67e55044-10b1-426f-9247-bb680e5fe0c8 NaN
 
 
 query II
@@ -142,15 +142,15 @@ FROM
 ORDER BY
  "ID";
 ----
-update id1 1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z 99999999.99 NULL NULL NULL
-update id1 -1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z -21474836.47 NULL NULL NULL
-delete id2 2 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 99999999.99 NULL NULL NULL
-delete id3 3 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.47 NULL NULL NULL
-delete id4 4 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL
-delete id5 5 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL
-NULL id6 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL (abcdefg) NULL
-NULL id7 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL NULL 67e55044-10b1-426f-9247-bb680e5fe0c8
-NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL
+update id1 1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z 99999999.99 NULL NULL NULL NaN
+update id1 -1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z -21474836.47 NULL NULL NULL NaN
+delete id2 2 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 99999999.99 NULL NULL NULL NaN
+delete id3 3 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.47 NULL NULL NULL NaN
+delete id4 4 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL NaN
+delete id5 5 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL NaN
+NULL id6 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL (abcdefg) NULL NaN
+NULL id7 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL NULL 67e55044-10b1-426f-9247-bb680e5fe0c8 NaN
+NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL NULL
 
 
 query II
@@ -161,12 +161,12 @@ FROM
 ORDER BY
  "ID";
 ----
-update id1 -1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z -21474836.47 NULL NULL NULL
-delete id2 2 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 99999999.99 NULL NULL NULL
-delete id3 3 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.47 NULL NULL NULL
-delete id5 5 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL
-NULL id6 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL (abcdefg) NULL
-NULL id7 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL NULL 67e55044-10b1-426f-9247-bb680e5fe0c8
+update id1 -1 6768 6970 value9 7172 info9 2021-05-18T07:59:58.714Z -21474836.47 NULL NULL NULL NaN
+delete id2 2 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 99999999.99 NULL NULL NULL NaN
+delete id3 3 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.47 NULL NULL NULL NaN
+delete id5 5 7778 7980 value10 8182 info10 2021-05-19T15:22:45.539Z 21474836.49 NULL NULL NULL NaN
+NULL id6 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL (abcdefg) NULL NaN
+NULL id7 NULL NULL NULL NULL NULL NULL NULL -0.01 NULL NULL 67e55044-10b1-426f-9247-bb680e5fe0c8 NaN
 
 
 
diff --git a/e2e_test/source_inline/kafka/avro/upsert_avro_json b/e2e_test/source_inline/kafka/avro/upsert_avro_json
index 426b27c41fb98..ec1fc3fd008a5 100644
--- a/e2e_test/source_inline/kafka/avro/upsert_avro_json
+++ b/e2e_test/source_inline/kafka/avro/upsert_avro_json
@@ -1,4 +1,4 @@
-"string"^{"type":"record","name":"OBJ_ATTRIBUTE_VALUE","namespace":"CPLM","fields":[{"name":"op_type","type":["null","string"],"default":null},{"name":"ID","type":["null","string"],"default":null},{"name":"CLASS_ID","type":["null","string"],"default":null},{"name":"ITEM_ID","type":["null","string"],"default":null},{"name":"ATTR_ID","type":["null","string"],"default":null},{"name":"ATTR_VALUE","type":["null","string"],"default":null},{"name":"ORG_ID","type":["null","string"],"default":null},{"name":"UNIT_INFO","type":["null","string"],"default":null},{"name":"UPD_TIME","type":["null","string"],"default":null},{"name":"DEC_VAL","type":[{"type":"bytes","logicalType":"decimal","precision":10,"scale":2},"null"],"default":"\u00ff"},{"name":"REFERRED","type":["null",{"type":"record","name":"REFERRED_TYPE","fields":[{"name":"a","type":"string"}]}],"default":null},{"name":"REF","type":["null","REFERRED_TYPE"],"default":null},{"name":"uuid","type":["null",{"type":"string","logicalType":"uuid"}],"default":null}],"connect.name":"CPLM.OBJ_ATTRIBUTE_VALUE"}
+"string"^{"type":"record","name":"OBJ_ATTRIBUTE_VALUE","namespace":"CPLM","fields":[{"name":"op_type","type":["null","string"],"default":null},{"name":"ID","type":["null","string"],"default":null},{"name":"CLASS_ID","type":["null","string"],"default":null},{"name":"ITEM_ID","type":["null","string"],"default":null},{"name":"ATTR_ID","type":["null","string"],"default":null},{"name":"ATTR_VALUE","type":["null","string"],"default":null},{"name":"ORG_ID","type":["null","string"],"default":null},{"name":"UNIT_INFO","type":["null","string"],"default":null},{"name":"UPD_TIME","type":["null","string"],"default":null},{"name":"DEC_VAL","type":[{"type":"bytes","logicalType":"decimal","precision":10,"scale":2},"null"],"default":"\u00ff"},{"name":"REFERRED","type":["null",{"type":"record","name":"REFERRED_TYPE","fields":[{"name":"a","type":"string"}]}],"default":null},{"name":"REF","type":["null","REFERRED_TYPE"],"default":null},{"name":"uuid","type":["null",{"type":"string","logicalType":"uuid"}],"default":null},{"name":"rate","type":"double","default":"NaN"}],"connect.name":"CPLM.OBJ_ATTRIBUTE_VALUE"}
 "id1"^{"op_type": {"string": "update"}, "ID": {"string": "id1"}, "CLASS_ID": {"string": "1"}, "ITEM_ID": {"string": "6768"}, "ATTR_ID": {"string": "6970"}, "ATTR_VALUE": {"string": "value9"}, "ORG_ID": {"string": "7172"}, "UNIT_INFO": {"string": "info9"}, "UPD_TIME": {"string": "2021-05-18T07:59:58.714Z"}, "DEC_VAL": {"bytes": "\u0002\u0054\u000b\u00e3\u00ff"}}
 "id2"^{"op_type": {"string": "delete"}, "ID": {"string": "id2"}, "CLASS_ID": {"string": "2"}, "ITEM_ID": {"string": "7778"}, "ATTR_ID": {"string": "7980"}, "ATTR_VALUE": {"string": "value10"}, "ORG_ID": {"string": "8182"}, "UNIT_INFO": {"string": "info10"}, "UPD_TIME": {"string": "2021-05-19T15:22:45.539Z"}, "DEC_VAL": {"bytes": "\u0002\u0054\u000b\u00e3\u00ff"}}
 "id3"^{"op_type": {"string": "delete"}, "ID": {"string": "id3"}, "CLASS_ID": {"string": "3"}, "ITEM_ID": {"string": "7778"}, "ATTR_ID": {"string": "7980"}, "ATTR_VALUE": {"string": "value10"}, "ORG_ID": {"string": "8182"}, "UNIT_INFO": {"string": "info10"}, "UPD_TIME": {"string": "2021-05-19T15:22:45.539Z"}, "DEC_VAL": {"bytes": "\u007f\u00ff\u00ff\u00ff"}}
diff --git a/e2e_test/streaming/eowc/eowc_over_window.slt b/e2e_test/streaming/eowc/eowc_over_window.slt
index fe2570e93b6df..e762d54743e7f 100644
--- a/e2e_test/streaming/eowc/eowc_over_window.slt
+++ b/e2e_test/streaming/eowc/eowc_over_window.slt
@@ -42,6 +42,15 @@ select
 from t
 emit on window close;
 
+statement ok
+create materialized view mv4 as
+select
+    *,
+    first_value(tm) over (partition by bar order by tm session with gap '10 minutes') as window_start,
+    last_value(tm) over (partition by bar order by tm session with gap '10 minutes') as window_end
+from t
+emit on window close;
+
 statement ok
 insert into t values
   ('2023-05-06 16:51:00', 1, 100)
@@ -71,6 +80,12 @@ select * from mv3 order by tm;
 2023-05-06 17:30:00  3  200  1
 2023-05-06 17:35:00  5  100  3
 
+query TiiTT
+select * from mv4 order by tm;
+----
+2023-05-06 16:51:00	1	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 16:56:00	8	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+
 statement ok
 insert into t values
   ('2023-05-06 18:10:00', 7, 100)
@@ -100,6 +115,14 @@ select * from mv3 order by tm;
 2023-05-06 17:59:00  4  100  4
 2023-05-06 18:01:00  6  200  2
 
+query TiiTT
+select * from mv4 order by tm;
+----
+2023-05-06 16:51:00	1	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 16:56:00	8	100	2023-05-06 16:51:00	2023-05-06 16:56:00
+2023-05-06 17:30:00	3	200	2023-05-06 17:30:00	2023-05-06 17:30:00
+2023-05-06 17:35:00	5	100	2023-05-06 17:35:00	2023-05-06 17:35:00
+
 statement ok
 drop materialized view mv1;
 
@@ -109,5 +132,8 @@ drop materialized view mv2;
 statement ok
 drop materialized view mv3;
 
+statement ok
+drop materialized view mv4;
+
 statement ok
 drop table t;
diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index da2ebf658fba2..1e8b4f931f6cd 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -1792,6 +1792,20 @@ def section_batch(outer_panels):
                         ),
                     ],
                 ),
+                panels.timeseries_bytes_per_sec(
+                    "Batch Spill Throughput",
+                    "Disk throughputs of spilling-out in the bacth query engine",
+                    [
+                        panels.target(
+                            f"sum(rate({metric('batch_spill_read_bytes')}[$__rate_interval]))by({COMPONENT_LABEL}, {NODE_LABEL})",
+                            "read - {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
+                            ),
+                        panels.target(
+                            f"sum(rate({metric('batch_spill_write_bytes')}[$__rate_interval]))by({COMPONENT_LABEL}, {NODE_LABEL})",
+                            "write - {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
+                            ),
+                    ],
+                ),
             ],
         ),
     ]
@@ -2688,8 +2702,8 @@ def section_hummock_tiered_cache(outer_panels):
                     "",
                     [
                         panels.target(
-                            f"sum({metric('foyer_storage_region')}) by (name, type, {NODE_LABEL}) * on(name, {NODE_LABEL}) group_left() foyer_storage_region_size_bytes",
-                            "{{name}} - memory - size @ {{%s}}" % NODE_LABEL,
+                            f"sum({metric('foyer_storage_region')}) by (name, type, {NODE_LABEL}) * on(name, {NODE_LABEL}) group_left() avg({metric('foyer_storage_region_size_bytes')}) by (name, type, {NODE_LABEL})",
+                            "{{name}} - {{type}} region - size @ {{%s}}" % NODE_LABEL,
                         ),
                     ],
                 ),
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index d991a6c2a5c35..c05162be34ad2 100644
--- a/grafana/risingwave-dev-dashboard.json
+++ b/grafana/risingwave-dev-dashboard.json
@@ -1 +1 @@
-{"__inputs":[],"annotations":{"list":[]},"description":"RisingWave Dev Dashboard","editable":true,"gnetId":null,"graphTooltip":0,"hideControls":false,"id":null,"links":[],"panels":[{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":1,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Information about actors","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":2,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"group(actor_info{job=~\"$job\",instance=~\"$node\"}) by (actor_id, fragment_id, compute_node)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"group(actor_info{job=~\"$job\",instance=~\"$node\"}) by (actor_id, fragment_id, compute_node)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Actor Info","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true,"Value":true},"indexByName":{"actor_id":0,"compute_node":2,"fragment_id":1}}}],"transparent":false,"type":"table"},{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Information about state tables. Column `materialized_view_id` is the id of the materialized view that this state table belongs to.","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":12,"y":0},"height":null,"hideTimeOverride":false,"id":3,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"group(table_info{job=~\"$job\",instance=~\"$node\"}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"group(table_info{job=~\"$job\",instance=~\"$node\"}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"State Table Info","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true,"Value":true},"indexByName":{"compaction_group_id":5,"fragment_id":4,"materialized_view_id":3,"table_id":0,"table_name":1,"table_type":2}}}],"transparent":false,"type":"table"},{"cacheTimeout":null,"color":{"mode":"thresholds"},"columns":[],"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"Actor count per compute node","editable":true,"error":false,"fieldConfig":{"defaults":{"custom":{"align":"auto","displayMode":"auto","filterable":true},"thresholds":{"mode":"absolute","steps":[]}},"overrides":[]},"fontSize":"100%","gridPos":{"h":8,"w":12,"x":0,"y":8},"height":null,"hideTimeOverride":false,"id":4,"interval":null,"links":[],"mappings":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"options":{"showHeader":true},"repeat":null,"repeatDirection":null,"span":6,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"count(actor_info{job=~\"$job\",instance=~\"$node\"}) by (compute_node)","format":"table","hide":false,"instant":true,"interval":"","intervalFactor":2,"legendFormat":"","metric":"","query":"count(actor_info{job=~\"$job\",instance=~\"$node\"}) by (compute_node)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Actor Count (Group By Compute Node)","transformations":[{"id":"organize","options":{"excludeByName":{"Time":true},"indexByName":{"compaction_group_id":5,"fragment_id":4,"materialized_view_id":3,"table_id":0,"table_name":1,"table_type":2}}}],"transparent":false,"type":"table"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Actor/Table Id Info","transformations":[],"transparent":false,"type":"row"},{"cacheTimeout":null,"collapsed":true,"datasource":null,"description":null,"editable":true,"error":false,"fieldConfig":{"defaults":{"thresholds":{"mode":"absolute","steps":[]}}},"gridPos":{"h":1,"w":24,"x":0,"y":1},"height":null,"hideTimeOverride":false,"id":5,"interval":null,"links":[],"maxDataPoints":100,"maxPerRow":null,"minSpan":null,"panels":[{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The number of each type of RisingWave components alive.","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":""},"overrides":[]},"gridPos":{"h":8,"w":12,"x":0,"y":0},"height":null,"hideTimeOverride":false,"id":6,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":["last"],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"sum(worker_num{job=~\"$job\",instance=~\"$node\"}) by (worker_type)","format":"time_series","hide":false,"instant":false,"interval":"","intervalFactor":2,"legendFormat":"{{worker_type}}","metric":"","query":"sum(worker_num{job=~\"$job\",instance=~\"$node\"}) by (worker_type)","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Node Count","transformations":[],"transparent":false,"type":"timeseries"},{"cacheTimeout":null,"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"description":"The memory usage of each RisingWave component.","editable":true,"error":false,"fieldConfig":{"defaults":{"color":{"mode":"palette-classic"},"custom":{"axisLabel":"","axisPlacement":"auto","barAlignment":0,"drawStyle":"line","fillOpacity":10,"gradientMode":"none","hideFrom":{"legend":false,"tooltip":false,"viz":false},"lineInterpolation":"linear","lineWidth":1,"pointSize":5,"scaleDistribution":{"log":2,"type":"linear"},"showPoints":"auto","spanNulls":false,"stacking":{},"thresholdsStyle":{"mode":"off"}},"mappings":[],"thresholds":{"mode":"absolute","steps":[]},"unit":"bytes"},"overrides":[]},"gridPos":{"h":8,"w":12,"x":12,"y":0},"height":null,"hideTimeOverride":false,"id":7,"interval":"1s","links":[],"maxDataPoints":1000,"maxPerRow":null,"minSpan":null,"options":{"legend":{"calcs":[],"displayMode":"table","placement":"bottom"},"tooltip":{"mode":"single"}},"repeat":null,"repeatDirection":null,"span":null,"targets":[{"datasource":{"type":"prometheus","uid":"risedev-prometheus"},"expr":"avg(process_resident_memory_bytes{job=~\"$job\",instance=~\"$node\"}) 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diff --git a/integration_tests/sqlserver-sink/README.md b/integration_tests/sqlserver-sink/README.md
new file mode 100644
index 0000000000000..7006b55ff861a
--- /dev/null
+++ b/integration_tests/sqlserver-sink/README.md
@@ -0,0 +1,86 @@
+# Demo: Sinking to Microsoft SQL Server
+
+In this demo, we want to showcase how RisingWave is able to sink data to Microsoft SQL Server.
+
+
+1. Launch the cluster:
+
+```sh
+docker-compose up -d
+```
+
+The cluster contains a RisingWave cluster and its necessary dependencies, a datagen that generates the data, a SQL Server instance for sink.
+
+2. Create the SQL Server table:
+
+```sh
+docker exec -it sqlserver-server /opt/mssql-tools/bin/sqlcmd -S localhost -U SA -P SomeTestOnly@SA -Q "
+CREATE DATABASE SinkTest;
+GO
+USE SinkTest;
+GO
+CREATE TABLE t_many_data_type (
+    k1 int, k2 int,
+    c_boolean bit,
+    c_int16 smallint,
+    c_int32 int,
+    c_int64 bigint,
+    c_float32 float,
+    c_float64 float,
+    c_decimal decimal,
+    c_date date,
+    c_time time,
+    c_timestamp datetime2,
+    c_nvarchar nvarchar(1024),
+    c_varbinary varbinary(1024),
+    PRIMARY KEY (k1,k2)
+);
+GO"
+```
+
+3. Create the RisingWave table and sink:
+
+```sh
+docker exec -it postgres-0 psql -h 127.0.0.1 -p 4566 -d dev -U root -c "
+CREATE TABLE t_many_data_type_rw (
+    k1 int, k2 int,
+    c_int16 smallint,
+    c_int32 int,
+    c_int64 bigint,
+    c_float32 float,
+    c_float64 double,
+    c_timestamp timestamp,
+    c_nvarchar string
+) WITH (
+    connector = 'datagen',
+    datagen.split.num = '1',
+    datagen.rows.per.second = '100',
+    fields.k1.kind = 'random',
+    fields.k1.min = '0',
+    fields.k1.max = '10000',
+    fields.k2.kind = 'random',
+    fields.k2.min = '0',
+    fields.k2.max = '10000'
+);
+
+CREATE SINK s_many_data_type FROM t_many_data_type_rw WITH (
+  connector = 'sqlserver',
+  type = 'upsert',
+  sqlserver.host = 'localhost',
+  sqlserver.port = 1433,
+  sqlserver.user = 'SA',
+  sqlserver.password = 'SomeTestOnly@SA',
+  sqlserver.database = 'SinkTest',
+  sqlserver.table = 't_many_data_type',
+  primary_key = 'k1,k2',
+);
+"
+```
+
+4. Verify the result in SQL Server, for example:
+
+```sh
+docker exec -it sqlserver-server /opt/mssql-tools/bin/sqlcmd -S localhost -U SA -P SomeTestOnly@SA -Q "
+SELECT count(*) FROM SinkTest.dbo.t_many_data_type;
+"
+```
diff --git a/integration_tests/sqlserver-sink/docker-compose.yml b/integration_tests/sqlserver-sink/docker-compose.yml
new file mode 100644
index 0000000000000..ec31f7d47e12e
--- /dev/null
+++ b/integration_tests/sqlserver-sink/docker-compose.yml
@@ -0,0 +1,46 @@
+---
+services:
+  sqlserver-server:
+    container_name: sqlserver-server
+    image: mcr.microsoft.com/mssql/server:2022-latest
+    hostname: sqlserver-server
+    ports:
+      - 1433:1433
+    environment:
+      ACCEPT_EULA: 'Y'
+      SA_PASSWORD: 'SomeTestOnly@SA'
+  risingwave-standalone:
+    extends:
+      file: ../../docker/docker-compose.yml
+      service: risingwave-standalone
+  postgres-0:
+    container_name: postgres-0
+    extends:
+      file: ../../docker/docker-compose.yml
+      service: postgres-0
+  grafana-0:
+    extends:
+      file: ../../docker/docker-compose.yml
+      service: grafana-0
+  minio-0:
+    extends:
+      file: ../../docker/docker-compose.yml
+      service: minio-0
+  prometheus-0:
+    extends:
+      file: ../../docker/docker-compose.yml
+      service: prometheus-0
+volumes:
+  risingwave-standalone:
+    external: false
+  postgres-0:
+    external: false
+  grafana-0:
+    external: false
+  minio-0:
+    external: false
+  prometheus-0:
+    external: false
+  message_queue:
+    external: false
+name: risingwave-compose
diff --git a/java/connector-node/connector-api/src/main/java/com/risingwave/connector/api/Monitor.java b/java/connector-node/connector-api/src/main/java/com/risingwave/connector/api/Monitor.java
new file mode 100644
index 0000000000000..5b89cfeb6e5df
--- /dev/null
+++ b/java/connector-node/connector-api/src/main/java/com/risingwave/connector/api/Monitor.java
@@ -0,0 +1,33 @@
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.risingwave.connector.api;
+
+import java.lang.management.ManagementFactory;
+import java.lang.management.ThreadInfo;
+import java.lang.management.ThreadMXBean;
+
+public class Monitor {
+
+    public static String dumpStackTrace() {
+        StringBuilder builder = new StringBuilder();
+        ThreadMXBean threadMxBean = ManagementFactory.getThreadMXBean();
+        for (ThreadInfo ti : threadMxBean.dumpAllThreads(true, true)) {
+            builder.append(ti.toString());
+        }
+        return builder.toString();
+    }
+}
diff --git a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/SinkUtils.java b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/SinkUtils.java
index 679deedebcabf..73f0799e44d1d 100644
--- a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/SinkUtils.java
+++ b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/SinkUtils.java
@@ -40,6 +40,7 @@ public static SinkFactory getSinkFactory(String sinkName) {
             case "jdbc":
                 return new JDBCSinkFactory();
             case "elasticsearch":
+            case "opensearch":
                 return new EsSinkFactory();
             case "cassandra":
                 return new CassandraFactory();
diff --git a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/MySqlValidator.java b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/MySqlValidator.java
index a2f63a28bbd7c..d20a18185a74d 100644
--- a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/MySqlValidator.java
+++ b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/MySqlValidator.java
@@ -187,17 +187,18 @@ private void validateTableSchema() throws SQLException {
             stmt.setString(1, dbName);
             stmt.setString(2, tableName);
 
-            // Field name in lower case -> data type
-            var schema = new HashMap<String, String>();
+            // Field name in lower case -> data type, because MySQL column name is case-insensitive
+            // https://dev.mysql.com/doc/refman/5.7/en/identifier-case-sensitivity.html
+            var upstreamSchema = new HashMap<String, String>();
             var pkFields = new HashSet<String>();
             var res = stmt.executeQuery();
             while (res.next()) {
                 var field = res.getString(1);
                 var dataType = res.getString(2);
                 var key = res.getString(3);
-                schema.put(field, dataType);
+                upstreamSchema.put(field.toLowerCase(), dataType);
                 if (key.equalsIgnoreCase("PRI")) {
-                    pkFields.add(field);
+                    pkFields.add(field.toLowerCase());
                 }
             }
 
@@ -207,7 +208,7 @@ private void validateTableSchema() throws SQLException {
                 if (e.getKey().startsWith(ValidatorUtils.INTERNAL_COLUMN_PREFIX)) {
                     continue;
                 }
-                var dataType = schema.get(e.getKey());
+                var dataType = upstreamSchema.get(e.getKey().toLowerCase());
                 if (dataType == null) {
                     throw ValidatorUtils.invalidArgument(
                             "Column '" + e.getKey() + "' not found in the upstream database");
@@ -218,7 +219,7 @@ private void validateTableSchema() throws SQLException {
                 }
             }
 
-            if (!ValidatorUtils.isPrimaryKeyMatch(tableSchema, pkFields)) {
+            if (!isPrimaryKeyMatch(tableSchema, pkFields)) {
                 throw ValidatorUtils.invalidArgument("Primary key mismatch");
             }
         }
@@ -231,6 +232,18 @@ public void close() throws Exception {
         }
     }
 
+    private boolean isPrimaryKeyMatch(TableSchema sourceSchema, Set<String> pkFields) {
+        if (sourceSchema.getPrimaryKeys().size() != pkFields.size()) {
+            return false;
+        }
+        for (var colName : sourceSchema.getPrimaryKeys()) {
+            if (!pkFields.contains(colName.toLowerCase())) {
+                return false;
+            }
+        }
+        return true;
+    }
+
     private boolean isDataTypeCompatible(String mysqlDataType, Data.DataType.TypeName typeName) {
         int val = typeName.getNumber();
         switch (mysqlDataType) {
diff --git a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/PostgresValidator.java b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/PostgresValidator.java
index 31b016146e000..93d4fdee0bcd4 100644
--- a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/PostgresValidator.java
+++ b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/PostgresValidator.java
@@ -188,7 +188,7 @@ private void validateTableSchema() throws SQLException {
                 pkFields.add(name);
             }
 
-            if (!ValidatorUtils.isPrimaryKeyMatch(tableSchema, pkFields)) {
+            if (!isPrimaryKeyMatch(tableSchema, pkFields)) {
                 throw ValidatorUtils.invalidArgument("Primary key mismatch");
             }
         }
@@ -227,6 +227,19 @@ private void validateTableSchema() throws SQLException {
         }
     }
 
+    private boolean isPrimaryKeyMatch(TableSchema sourceSchema, Set<String> pkFields) {
+        if (sourceSchema.getPrimaryKeys().size() != pkFields.size()) {
+            return false;
+        }
+        // postgres column name is case-sensitive
+        for (var colName : sourceSchema.getPrimaryKeys()) {
+            if (!pkFields.contains(colName)) {
+                return false;
+            }
+        }
+        return true;
+    }
+
     private void validatePrivileges() throws SQLException {
         boolean isSuperUser = false;
         if (this.isAwsRds) {
diff --git a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/ValidatorUtils.java b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/ValidatorUtils.java
index 5c7d9ea6d4948..20d631a3267c9 100644
--- a/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/ValidatorUtils.java
+++ b/java/connector-node/risingwave-connector-service/src/main/java/com/risingwave/connector/source/common/ValidatorUtils.java
@@ -14,12 +14,10 @@
 
 package com.risingwave.connector.source.common;
 
-import com.risingwave.connector.api.TableSchema;
 import com.risingwave.connector.api.source.SourceTypeE;
 import io.grpc.Status;
 import java.io.IOException;
 import java.util.Properties;
-import java.util.Set;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -72,16 +70,4 @@ public static String getJdbcUrl(
                 throw ValidatorUtils.invalidArgument("Unknown source type: " + sourceType);
         }
     }
-
-    public static boolean isPrimaryKeyMatch(TableSchema sourceSchema, Set<String> pkFields) {
-        if (sourceSchema.getPrimaryKeys().size() != pkFields.size()) {
-            return false;
-        }
-        for (var colName : sourceSchema.getPrimaryKeys()) {
-            if (!pkFields.contains(colName)) {
-                return false;
-            }
-        }
-        return true;
-    }
 }
diff --git a/java/connector-node/risingwave-connector-test/pom.xml b/java/connector-node/risingwave-connector-test/pom.xml
index 14b1c7bd65fc0..d3d47b0bc4571 100644
--- a/java/connector-node/risingwave-connector-test/pom.xml
+++ b/java/connector-node/risingwave-connector-test/pom.xml
@@ -128,13 +128,13 @@
         <dependency>
             <groupId>com.fasterxml.jackson.core</groupId>
             <artifactId>jackson-databind</artifactId>
-            <version>${jackson.version}</version>
+            <version>2.13.5</version>
             <scope>test</scope>
         </dependency>
         <dependency>
             <groupId>com.fasterxml.jackson.core</groupId>
             <artifactId>jackson-core</artifactId>
-            <version>${jackson.version}</version>
+            <version>2.13.5</version>
             <scope>test</scope>
         </dependency>
 
diff --git a/java/connector-node/risingwave-connector-test/src/test/java/com/risingwave/connector/sink/elasticsearch/EsSinkTest.java b/java/connector-node/risingwave-connector-test/src/test/java/com/risingwave/connector/sink/elasticsearch/EsSinkTest.java
index 509f71ec1e569..d2873fac9d216 100644
--- a/java/connector-node/risingwave-connector-test/src/test/java/com/risingwave/connector/sink/elasticsearch/EsSinkTest.java
+++ b/java/connector-node/risingwave-connector-test/src/test/java/com/risingwave/connector/sink/elasticsearch/EsSinkTest.java
@@ -19,6 +19,7 @@
 
 import com.google.common.collect.Iterators;
 import com.google.common.collect.Lists;
+import com.risingwave.connector.ElasticRestHighLevelClientAdapter;
 import com.risingwave.connector.EsSink;
 import com.risingwave.connector.EsSinkConfig;
 import com.risingwave.connector.api.TableSchema;
@@ -28,10 +29,10 @@
 import com.risingwave.proto.Data.Op;
 import java.io.IOException;
 import java.util.Map;
+import org.apache.http.HttpHost;
 import org.elasticsearch.action.search.SearchRequest;
 import org.elasticsearch.action.search.SearchResponse;
 import org.elasticsearch.client.RequestOptions;
-import org.elasticsearch.client.RestHighLevelClient;
 import org.elasticsearch.index.query.QueryBuilders;
 import org.elasticsearch.search.SearchHit;
 import org.elasticsearch.search.SearchHits;
@@ -52,14 +53,14 @@ static TableSchema getTestTableSchema() {
 
     public void testEsSink(ElasticsearchContainer container, String username, String password)
             throws IOException {
-        EsSink sink =
-                new EsSink(
-                        new EsSinkConfig(container.getHttpHostAddress())
-                                .withIndex("test")
-                                .withDelimiter("$")
-                                .withUsername(username)
-                                .withPassword(password),
-                        getTestTableSchema());
+        EsSinkConfig config =
+                new EsSinkConfig(container.getHttpHostAddress())
+                        .withIndex("test")
+                        .withDelimiter("$")
+                        .withUsername(username)
+                        .withPassword(password);
+        config.setConnector("elasticsearch");
+        EsSink sink = new EsSink(config, getTestTableSchema());
         sink.write(
                 Iterators.forArray(
                         new ArraySinkRow(
@@ -74,7 +75,9 @@ public void testEsSink(ElasticsearchContainer container, String username, String
             fail(e.getMessage());
         }
 
-        RestHighLevelClient client = sink.getClient();
+        HttpHost host = HttpHost.create(config.getUrl());
+        ElasticRestHighLevelClientAdapter client =
+                new ElasticRestHighLevelClientAdapter(host, config);
         SearchRequest searchRequest = new SearchRequest("test");
         SearchSourceBuilder searchSourceBuilder = new SearchSourceBuilder();
         searchSourceBuilder.query(QueryBuilders.matchAllQuery());
diff --git a/java/connector-node/risingwave-sink-cassandra/src/main/java/com/risingwave/connector/CassandraUtil.java b/java/connector-node/risingwave-sink-cassandra/src/main/java/com/risingwave/connector/CassandraUtil.java
index a6be8f7fc89c1..8327893f6da9a 100644
--- a/java/connector-node/risingwave-sink-cassandra/src/main/java/com/risingwave/connector/CassandraUtil.java
+++ b/java/connector-node/risingwave-sink-cassandra/src/main/java/com/risingwave/connector/CassandraUtil.java
@@ -79,9 +79,10 @@ private static int getCorrespondingCassandraType(DataType dataType) {
     public static void checkSchema(
             List<ColumnDesc> columnDescs,
             Map<CqlIdentifier, ColumnMetadata> cassandraColumnDescMap) {
-        if (columnDescs.size() != cassandraColumnDescMap.size()) {
+        if (columnDescs.size() > cassandraColumnDescMap.size()) {
             throw Status.FAILED_PRECONDITION
-                    .withDescription("Don't match in the number of columns in the table")
+                    .withDescription(
+                            "The columns of the sink must be equal to or a superset of the target table's columns.")
                     .asRuntimeException();
         }
         for (ColumnDesc columnDesc : columnDescs) {
diff --git a/java/connector-node/risingwave-sink-es-7/pom.xml b/java/connector-node/risingwave-sink-es-7/pom.xml
index 9c8515098d7d8..4ff4bd76ef109 100644
--- a/java/connector-node/risingwave-sink-es-7/pom.xml
+++ b/java/connector-node/risingwave-sink-es-7/pom.xml
@@ -51,6 +51,14 @@
             <groupId>org.elasticsearch.client</groupId>
             <artifactId>elasticsearch-rest-high-level-client</artifactId>
         </dependency>
+        <dependency>
+			<groupId>org.opensearch</groupId>
+			<artifactId>opensearch</artifactId>
+		</dependency>
+		<dependency>
+			<groupId>org.opensearch.client</groupId>
+			<artifactId>opensearch-rest-high-level-client</artifactId>
+		</dependency>
         <dependency>
             <groupId>org.apache.httpcomponents</groupId>
             <artifactId>httpclient</artifactId>
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkListener.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkListener.java
new file mode 100644
index 0000000000000..4ce1165ba1baf
--- /dev/null
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkListener.java
@@ -0,0 +1,97 @@
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.risingwave.connector;
+
+import com.risingwave.connector.EsSink.RequestTracker;
+import org.elasticsearch.action.bulk.BulkRequest;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+public class BulkListener
+        implements org.elasticsearch.action.bulk.BulkProcessor.Listener,
+                org.opensearch.action.bulk.BulkProcessor.Listener {
+    private static final Logger LOG = LoggerFactory.getLogger(EsSink.class);
+    private final RequestTracker requestTracker;
+
+    public BulkListener(RequestTracker requestTracker) {
+        this.requestTracker = requestTracker;
+    }
+
+    @Override
+    public void beforeBulk(long executionId, org.elasticsearch.action.bulk.BulkRequest request) {
+        LOG.debug("Sending bulk of {} actions to Elasticsearch.", request.numberOfActions());
+    }
+
+    @Override
+    public void afterBulk(
+            long executionId,
+            org.elasticsearch.action.bulk.BulkRequest request,
+            org.elasticsearch.action.bulk.BulkResponse response) {
+        if (response.hasFailures()) {
+            String errMessage =
+                    String.format(
+                            "Bulk of %d actions failed. Failure: %s",
+                            request.numberOfActions(), response.buildFailureMessage());
+            this.requestTracker.addErrResult(errMessage);
+        } else {
+            this.requestTracker.addOkResult(request.numberOfActions());
+            LOG.debug("Sent bulk of {} actions to Elasticsearch.", request.numberOfActions());
+        }
+    }
+
+    /** This method is called when the bulk failed and raised a Throwable */
+    @Override
+    public void afterBulk(long executionId, BulkRequest request, Throwable failure) {
+        String errMessage =
+                String.format(
+                        "Bulk of %d actions failed. Failure: %s",
+                        request.numberOfActions(), failure.getMessage());
+        this.requestTracker.addErrResult(errMessage);
+    }
+
+    @Override
+    public void beforeBulk(long executionId, org.opensearch.action.bulk.BulkRequest request) {
+        LOG.debug("Sending bulk of {} actions to Opensearch.", request.numberOfActions());
+    }
+
+    @Override
+    public void afterBulk(
+            long executionId,
+            org.opensearch.action.bulk.BulkRequest request,
+            org.opensearch.action.bulk.BulkResponse response) {
+        if (response.hasFailures()) {
+            String errMessage =
+                    String.format(
+                            "Bulk of %d actions failed. Failure: %s",
+                            request.numberOfActions(), response.buildFailureMessage());
+            this.requestTracker.addErrResult(errMessage);
+        } else {
+            this.requestTracker.addOkResult(request.numberOfActions());
+            LOG.debug("Sent bulk of {} actions to Opensearch.", request.numberOfActions());
+        }
+    }
+
+    @Override
+    public void afterBulk(
+            long executionId, org.opensearch.action.bulk.BulkRequest request, Throwable failure) {
+        String errMessage =
+                String.format(
+                        "Bulk of %d actions failed. Failure: %s",
+                        request.numberOfActions(), failure.getMessage());
+        this.requestTracker.addErrResult(errMessage);
+    }
+}
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkRequestConsumerFactory.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkProcessorAdapter.java
similarity index 58%
rename from java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkRequestConsumerFactory.java
rename to java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkProcessorAdapter.java
index e26248b5fef74..d72ebe2833953 100644
--- a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkRequestConsumerFactory.java
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/BulkProcessorAdapter.java
@@ -16,14 +16,14 @@
 
 package com.risingwave.connector;
 
-import java.util.function.BiConsumer;
-import org.elasticsearch.action.ActionListener;
-import org.elasticsearch.action.bulk.BulkRequest;
-import org.elasticsearch.action.bulk.BulkResponse;
+import java.util.concurrent.TimeUnit;
 
-/**
- * {@link BulkRequestConsumerFactory} is used to bridge incompatible Elasticsearch Java API calls
- * across different Elasticsearch versions.
- */
-interface BulkRequestConsumerFactory
-        extends BiConsumer<BulkRequest, ActionListener<BulkResponse>> {}
+public interface BulkProcessorAdapter {
+    public void addRow(String index, String key, String doc);
+
+    public void deleteRow(String index, String key);
+
+    public void flush();
+
+    public void awaitClose(long timeout, TimeUnit unit) throws InterruptedException;
+}
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/ElasticBulkProcessorAdapter.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/ElasticBulkProcessorAdapter.java
new file mode 100644
index 0000000000000..de6ab3414f65a
--- /dev/null
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/ElasticBulkProcessorAdapter.java
@@ -0,0 +1,91 @@
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.risingwave.connector;
+
+import com.risingwave.connector.EsSink.RequestTracker;
+import java.util.concurrent.TimeUnit;
+import org.elasticsearch.action.bulk.BackoffPolicy;
+import org.elasticsearch.action.bulk.BulkProcessor;
+import org.elasticsearch.action.delete.DeleteRequest;
+import org.elasticsearch.action.update.UpdateRequest;
+import org.elasticsearch.client.RequestOptions;
+import org.elasticsearch.common.unit.ByteSizeUnit;
+import org.elasticsearch.common.unit.ByteSizeValue;
+import org.elasticsearch.core.TimeValue;
+import org.elasticsearch.xcontent.XContentType;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+public class ElasticBulkProcessorAdapter implements BulkProcessorAdapter {
+    private static final Logger LOG = LoggerFactory.getLogger(EsSink.class);
+    BulkProcessor esBulkProcessor;
+    private final RequestTracker requestTracker;
+
+    public ElasticBulkProcessorAdapter(
+            RequestTracker requestTracker, ElasticRestHighLevelClientAdapter client) {
+        BulkProcessor.Builder builder =
+                BulkProcessor.builder(
+                        (bulkRequest, bulkResponseActionListener) ->
+                                client.bulkAsync(
+                                        bulkRequest,
+                                        RequestOptions.DEFAULT,
+                                        bulkResponseActionListener),
+                        new BulkListener(requestTracker));
+        // Possible feature: move these to config
+        // execute the bulk every 10 000 requests
+        builder.setBulkActions(1000);
+        // flush the bulk every 5mb
+        builder.setBulkSize(new ByteSizeValue(5, ByteSizeUnit.MB));
+        // flush the bulk every 5 seconds whatever the number of requests
+        builder.setFlushInterval(TimeValue.timeValueSeconds(5));
+        // Set the number of concurrent requests
+        builder.setConcurrentRequests(1);
+        // Set a custom backoff policy which will initially wait for 100ms, increase exponentially
+        // and retries up to three times.
+        builder.setBackoffPolicy(
+                BackoffPolicy.exponentialBackoff(TimeValue.timeValueMillis(100), 3));
+        this.esBulkProcessor = builder.build();
+        this.requestTracker = requestTracker;
+    }
+
+    @Override
+    public void flush() {
+        esBulkProcessor.flush();
+    }
+
+    @Override
+    public void awaitClose(long timeout, TimeUnit unit) throws InterruptedException {
+        esBulkProcessor.awaitClose(timeout, unit);
+    }
+
+    @Override
+    public void addRow(String index, String key, String doc) {
+        UpdateRequest updateRequest;
+        updateRequest = new UpdateRequest(index, "_doc", key).doc(doc, XContentType.JSON);
+        updateRequest.docAsUpsert(true);
+        this.requestTracker.addWriteTask();
+        this.esBulkProcessor.add(updateRequest);
+    }
+
+    @Override
+    public void deleteRow(String index, String key) {
+        DeleteRequest deleteRequest;
+        deleteRequest = new DeleteRequest(index, "_doc", key);
+        this.requestTracker.addWriteTask();
+        this.esBulkProcessor.add(deleteRequest);
+    }
+}
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/ElasticRestHighLevelClientAdapter.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/ElasticRestHighLevelClientAdapter.java
new file mode 100644
index 0000000000000..c64def3bef8a7
--- /dev/null
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/ElasticRestHighLevelClientAdapter.java
@@ -0,0 +1,89 @@
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.risingwave.connector;
+
+import java.io.IOException;
+import org.apache.http.HttpHost;
+import org.apache.http.auth.AuthScope;
+import org.apache.http.auth.UsernamePasswordCredentials;
+import org.apache.http.client.CredentialsProvider;
+import org.apache.http.impl.client.BasicCredentialsProvider;
+import org.elasticsearch.action.ActionListener;
+import org.elasticsearch.action.bulk.BulkRequest;
+import org.elasticsearch.action.bulk.BulkResponse;
+import org.elasticsearch.action.search.SearchRequest;
+import org.elasticsearch.action.search.SearchResponse;
+import org.elasticsearch.client.Cancellable;
+import org.elasticsearch.client.RequestOptions;
+import org.elasticsearch.client.RestClient;
+import org.elasticsearch.client.RestClientBuilder;
+import org.elasticsearch.client.RestHighLevelClient;
+import org.elasticsearch.client.RestHighLevelClientBuilder;
+
+public class ElasticRestHighLevelClientAdapter implements AutoCloseable {
+    RestHighLevelClient esClient;
+
+    private static RestClientBuilder configureRestClientBuilder(
+            RestClientBuilder builder, EsSinkConfig config) {
+        // Possible config:
+        // 1. Connection path prefix
+        // 2. Username and password
+        if (config.getPassword() != null && config.getUsername() != null) {
+            final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+            credentialsProvider.setCredentials(
+                    AuthScope.ANY,
+                    new UsernamePasswordCredentials(config.getUsername(), config.getPassword()));
+            builder.setHttpClientConfigCallback(
+                    httpClientBuilder ->
+                            httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider));
+        }
+        // 3. Timeout
+        return builder;
+    }
+
+    public ElasticRestHighLevelClientAdapter(HttpHost host, EsSinkConfig config) {
+        this.esClient =
+                new RestHighLevelClientBuilder(
+                                configureRestClientBuilder(RestClient.builder(host), config)
+                                        .build())
+                        .setApiCompatibilityMode(true)
+                        .build();
+    }
+
+    @Override
+    public void close() throws IOException {
+        esClient.close();
+    }
+
+    public boolean ping(RequestOptions options) throws IOException {
+        boolean flag = esClient.ping(options);
+        return flag;
+    }
+
+    public Cancellable bulkAsync(
+            BulkRequest bulkRequest,
+            RequestOptions options,
+            ActionListener<BulkResponse> listener) {
+        Cancellable cancellable = esClient.bulkAsync(bulkRequest, options, listener);
+        return cancellable;
+    }
+
+    public SearchResponse search(SearchRequest searchRequest, RequestOptions options)
+            throws IOException {
+        return this.esClient.search(searchRequest, options);
+    }
+}
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSink.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSink.java
index cc5977a9c208c..315fc800a2ef0 100644
--- a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSink.java
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSink.java
@@ -1,16 +1,18 @@
-// Copyright 2024 RisingWave Labs
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
 
 package com.risingwave.connector;
 
@@ -25,25 +27,6 @@
 import java.util.concurrent.LinkedBlockingQueue;
 import java.util.concurrent.TimeUnit;
 import org.apache.http.HttpHost;
-import org.apache.http.auth.AuthScope;
-import org.apache.http.auth.UsernamePasswordCredentials;
-import org.apache.http.client.CredentialsProvider;
-import org.apache.http.impl.client.BasicCredentialsProvider;
-import org.elasticsearch.action.bulk.BackoffPolicy;
-import org.elasticsearch.action.bulk.BulkProcessor;
-import org.elasticsearch.action.bulk.BulkRequest;
-import org.elasticsearch.action.bulk.BulkResponse;
-import org.elasticsearch.action.delete.DeleteRequest;
-import org.elasticsearch.action.update.UpdateRequest;
-import org.elasticsearch.client.RequestOptions;
-import org.elasticsearch.client.RestClient;
-import org.elasticsearch.client.RestClientBuilder;
-import org.elasticsearch.client.RestHighLevelClient;
-import org.elasticsearch.client.RestHighLevelClientBuilder;
-import org.elasticsearch.common.unit.ByteSizeUnit;
-import org.elasticsearch.common.unit.ByteSizeValue;
-import org.elasticsearch.core.TimeValue;
-import org.elasticsearch.xcontent.XContentType;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -65,8 +48,7 @@ public class EsSink extends SinkWriterBase {
     private static final String ERROR_REPORT_TEMPLATE = "Error message %s";
 
     private final EsSinkConfig config;
-    private BulkProcessor bulkProcessor;
-    private final RestHighLevelClient client;
+    private BulkProcessorAdapter bulkProcessor;
 
     // Used to handle the return message of ES and throw errors
     private final RequestTracker requestTracker;
@@ -167,156 +149,36 @@ public EsSink(EsSinkConfig config, TableSchema tableSchema) {
         this.requestTracker = new RequestTracker();
 
         // ApiCompatibilityMode is enabled to ensure the client can talk to newer version es sever.
-        this.client =
-                new RestHighLevelClientBuilder(
-                                configureRestClientBuilder(RestClient.builder(host), config)
-                                        .build())
-                        .setApiCompatibilityMode(true)
-                        .build();
-        // Test connection
-        try {
-            boolean isConnected = this.client.ping(RequestOptions.DEFAULT);
-            if (!isConnected) {
-                throw Status.INVALID_ARGUMENT
-                        .withDescription("Cannot connect to " + config.getUrl())
-                        .asRuntimeException();
-            }
-        } catch (Exception e) {
-            throw Status.INTERNAL.withDescription(e.getMessage()).asRuntimeException();
-        }
-        this.bulkProcessor = createBulkProcessor(this.requestTracker);
-    }
-
-    private static RestClientBuilder configureRestClientBuilder(
-            RestClientBuilder builder, EsSinkConfig config) {
-        // Possible config:
-        // 1. Connection path prefix
-        // 2. Username and password
-        if (config.getPassword() != null && config.getUsername() != null) {
-            final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
-            credentialsProvider.setCredentials(
-                    AuthScope.ANY,
-                    new UsernamePasswordCredentials(config.getUsername(), config.getPassword()));
-            builder.setHttpClientConfigCallback(
-                    httpClientBuilder ->
-                            httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider));
-        }
-        // 3. Timeout
-        return builder;
-    }
-
-    private BulkProcessor.Builder applyBulkConfig(
-            RestHighLevelClient client, EsSinkConfig config, BulkProcessor.Listener listener) {
-        BulkProcessor.Builder builder =
-                BulkProcessor.builder(
-                        (BulkRequestConsumerFactory)
-                                (bulkRequest, bulkResponseActionListener) ->
-                                        client.bulkAsync(
-                                                bulkRequest,
-                                                RequestOptions.DEFAULT,
-                                                bulkResponseActionListener),
-                        listener);
-        // Possible feature: move these to config
-        // execute the bulk every 10 000 requests
-        builder.setBulkActions(1000);
-        // flush the bulk every 5mb
-        builder.setBulkSize(new ByteSizeValue(5, ByteSizeUnit.MB));
-        // flush the bulk every 5 seconds whatever the number of requests
-        builder.setFlushInterval(TimeValue.timeValueSeconds(5));
-        // Set the number of concurrent requests
-        builder.setConcurrentRequests(1);
-        // Set a custom backoff policy which will initially wait for 100ms, increase exponentially
-        // and retries up to three times.
-        builder.setBackoffPolicy(
-                BackoffPolicy.exponentialBackoff(TimeValue.timeValueMillis(100), 3));
-        return builder;
-    }
-
-    private BulkProcessor createBulkProcessor(RequestTracker requestTracker) {
-        BulkProcessor.Builder builder =
-                applyBulkConfig(this.client, this.config, new BulkListener(requestTracker));
-        return builder.build();
-    }
-
-    private class BulkListener implements BulkProcessor.Listener {
-        private final RequestTracker requestTracker;
-
-        public BulkListener(RequestTracker requestTracker) {
-            this.requestTracker = requestTracker;
-        }
-
-        /** This method is called just before bulk is executed. */
-        @Override
-        public void beforeBulk(long executionId, BulkRequest request) {
-            LOG.debug("Sending bulk of {} actions to Elasticsearch.", request.numberOfActions());
-        }
-
-        /** This method is called after bulk execution. */
-        @Override
-        public void afterBulk(long executionId, BulkRequest request, BulkResponse response) {
-            if (response.hasFailures()) {
-                String errMessage =
-                        String.format(
-                                "Bulk of %d actions failed. Failure: %s",
-                                request.numberOfActions(), response.buildFailureMessage());
-                this.requestTracker.addErrResult(errMessage);
-            } else {
-                this.requestTracker.addOkResult(request.numberOfActions());
-                LOG.debug("Sent bulk of {} actions to Elasticsearch.", request.numberOfActions());
-            }
-        }
-
-        /** This method is called when the bulk failed and raised a Throwable */
-        @Override
-        public void afterBulk(long executionId, BulkRequest request, Throwable failure) {
-            String errMessage =
-                    String.format(
-                            "Bulk of %d actions failed. Failure: %s",
-                            request.numberOfActions(), failure.getMessage());
-            this.requestTracker.addErrResult(errMessage);
-        }
-    }
-
-    private void processUpsert(SinkRow row) throws JsonMappingException, JsonProcessingException {
-        final String index = (String) row.get(0);
-        final String key = (String) row.get(1);
-        String doc = (String) row.get(2);
-
-        UpdateRequest updateRequest;
-        if (config.getIndex() != null) {
-            updateRequest =
-                    new UpdateRequest(config.getIndex(), "_doc", key).doc(doc, XContentType.JSON);
+        if (config.getConnector().equals("elasticsearch")) {
+            ElasticRestHighLevelClientAdapter client =
+                    new ElasticRestHighLevelClientAdapter(host, config);
+            this.bulkProcessor = new ElasticBulkProcessorAdapter(this.requestTracker, client);
+        } else if (config.getConnector().equals("opensearch")) {
+            OpensearchRestHighLevelClientAdapter client =
+                    new OpensearchRestHighLevelClientAdapter(host, config);
+            this.bulkProcessor = new OpensearchBulkProcessorAdapter(this.requestTracker, client);
         } else {
-            updateRequest = new UpdateRequest(index, "_doc", key).doc(doc, XContentType.JSON);
+            throw new RuntimeException("Sink type must be elasticsearch or opensearch");
         }
-        updateRequest.docAsUpsert(true);
-        this.requestTracker.addWriteTask();
-        bulkProcessor.add(updateRequest);
     }
 
-    private void processDelete(SinkRow row) throws JsonMappingException, JsonProcessingException {
-        final String index = (String) row.get(0);
+    private void writeRow(SinkRow row) throws JsonMappingException, JsonProcessingException {
         final String key = (String) row.get(1);
-
-        DeleteRequest deleteRequest;
-        if (config.getIndex() != null) {
-            deleteRequest = new DeleteRequest(config.getIndex(), "_doc", key);
+        String doc = (String) row.get(2);
+        final String index;
+        if (config.getIndex() == null) {
+            index = (String) row.get(0);
         } else {
-            deleteRequest = new DeleteRequest(index, "_doc", key);
+            index = config.getIndex();
         }
-        this.requestTracker.addWriteTask();
-        bulkProcessor.add(deleteRequest);
-    }
-
-    private void writeRow(SinkRow row) throws JsonMappingException, JsonProcessingException {
         switch (row.getOp()) {
             case INSERT:
             case UPDATE_INSERT:
-                processUpsert(row);
+                this.bulkProcessor.addRow(index, key, doc);
                 break;
             case DELETE:
             case UPDATE_DELETE:
-                processDelete(row);
+                this.bulkProcessor.deleteRow(index, key);
                 break;
             default:
                 throw Status.INVALID_ARGUMENT
@@ -353,15 +215,10 @@ public void sync() {
     public void drop() {
         try {
             bulkProcessor.awaitClose(100, TimeUnit.SECONDS);
-            client.close();
         } catch (Exception e) {
             throw io.grpc.Status.INTERNAL
                     .withDescription(String.format(ERROR_REPORT_TEMPLATE, e.getMessage()))
                     .asRuntimeException();
         }
     }
-
-    public RestHighLevelClient getClient() {
-        return client;
-    }
 }
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSinkFactory.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSinkFactory.java
index f3fa3bfa16c3b..03e888a892df3 100644
--- a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSinkFactory.java
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/EsSinkFactory.java
@@ -1,16 +1,18 @@
-// Copyright 2024 RisingWave Labs
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
 
 package com.risingwave.connector;
 
@@ -23,17 +25,8 @@
 import com.risingwave.proto.Catalog;
 import com.risingwave.proto.Data;
 import io.grpc.Status;
-import java.io.IOException;
 import java.util.Map;
 import org.apache.http.HttpHost;
-import org.apache.http.auth.AuthScope;
-import org.apache.http.auth.UsernamePasswordCredentials;
-import org.apache.http.client.CredentialsProvider;
-import org.apache.http.impl.client.BasicCredentialsProvider;
-import org.elasticsearch.client.RequestOptions;
-import org.elasticsearch.client.RestClient;
-import org.elasticsearch.client.RestClientBuilder;
-import org.elasticsearch.client.RestHighLevelClient;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -90,34 +83,30 @@ public void validate(
         }
 
         // 2. check connection
-        RestClientBuilder builder = RestClient.builder(host);
-        if (config.getPassword() != null && config.getUsername() != null) {
-            final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
-            credentialsProvider.setCredentials(
-                    AuthScope.ANY,
-                    new UsernamePasswordCredentials(config.getUsername(), config.getPassword()));
-            builder.setHttpClientConfigCallback(
-                    httpClientBuilder ->
-                            httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider));
-        }
-        RestHighLevelClient client = new RestHighLevelClient(builder);
-        // Test connection
         try {
-            boolean isConnected = client.ping(RequestOptions.DEFAULT);
-            if (!isConnected) {
-                throw Status.INVALID_ARGUMENT
-                        .withDescription("Cannot connect to " + config.getUrl())
-                        .asRuntimeException();
+            if (config.getConnector().equals("elasticsearch")) {
+                ElasticRestHighLevelClientAdapter esClient =
+                        new ElasticRestHighLevelClientAdapter(host, config);
+                if (!esClient.ping(org.elasticsearch.client.RequestOptions.DEFAULT)) {
+                    throw Status.INVALID_ARGUMENT
+                            .withDescription("Cannot connect to " + config.getUrl())
+                            .asRuntimeException();
+                }
+                esClient.close();
+            } else if (config.getConnector().equals("opensearch")) {
+                OpensearchRestHighLevelClientAdapter opensearchClient =
+                        new OpensearchRestHighLevelClientAdapter(host, config);
+                if (!opensearchClient.ping(org.opensearch.client.RequestOptions.DEFAULT)) {
+                    throw Status.INVALID_ARGUMENT
+                            .withDescription("Cannot connect to " + config.getUrl())
+                            .asRuntimeException();
+                }
+                opensearchClient.close();
+            } else {
+                throw new RuntimeException("Sink type must be elasticsearch or opensearch");
             }
         } catch (Exception e) {
             throw Status.INTERNAL.withDescription(e.getMessage()).asRuntimeException();
         }
-
-        // 3. close client
-        try {
-            client.close();
-        } catch (IOException e) {
-            throw Status.INTERNAL.withDescription(e.getMessage()).asRuntimeException();
-        }
     }
 }
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/OpensearchBulkProcessorAdapter.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/OpensearchBulkProcessorAdapter.java
new file mode 100644
index 0000000000000..d5d8cdc3d237d
--- /dev/null
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/OpensearchBulkProcessorAdapter.java
@@ -0,0 +1,91 @@
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.risingwave.connector;
+
+import com.risingwave.connector.EsSink.RequestTracker;
+import java.util.concurrent.TimeUnit;
+import org.opensearch.action.bulk.BackoffPolicy;
+import org.opensearch.action.bulk.BulkProcessor;
+import org.opensearch.action.delete.DeleteRequest;
+import org.opensearch.action.update.UpdateRequest;
+import org.opensearch.client.RequestOptions;
+import org.opensearch.common.unit.TimeValue;
+import org.opensearch.common.xcontent.XContentType;
+import org.opensearch.core.common.unit.ByteSizeUnit;
+import org.opensearch.core.common.unit.ByteSizeValue;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+public class OpensearchBulkProcessorAdapter implements BulkProcessorAdapter {
+    private static final Logger LOG = LoggerFactory.getLogger(EsSink.class);
+    private final RequestTracker requestTracker;
+    BulkProcessor opensearchBulkProcessor;
+
+    public OpensearchBulkProcessorAdapter(
+            RequestTracker requestTracker, OpensearchRestHighLevelClientAdapter client) {
+        BulkProcessor.Builder builder =
+                BulkProcessor.builder(
+                        (bulkRequest, bulkResponseActionListener) ->
+                                client.bulkAsync(
+                                        bulkRequest,
+                                        RequestOptions.DEFAULT,
+                                        bulkResponseActionListener),
+                        new BulkListener(requestTracker));
+        // Possible feature: move these to config
+        // execute the bulk every 10 000 requests
+        builder.setBulkActions(1000);
+        // flush the bulk every 5mb
+        builder.setBulkSize(new ByteSizeValue(5, ByteSizeUnit.MB));
+        // flush the bulk every 5 seconds whatever the number of requests
+        builder.setFlushInterval(TimeValue.timeValueSeconds(5));
+        // Set the number of concurrent requests
+        builder.setConcurrentRequests(1);
+        // Set a custom backoff policy which will initially wait for 100ms, increase exponentially
+        // and retries up to three times.
+        builder.setBackoffPolicy(
+                BackoffPolicy.exponentialBackoff(TimeValue.timeValueMillis(100), 3));
+        this.opensearchBulkProcessor = builder.build();
+        this.requestTracker = requestTracker;
+    }
+
+    @Override
+    public void flush() {
+        opensearchBulkProcessor.flush();
+    }
+
+    @Override
+    public void awaitClose(long timeout, TimeUnit unit) throws InterruptedException {
+        opensearchBulkProcessor.awaitClose(timeout, unit);
+    }
+
+    @Override
+    public void addRow(String index, String key, String doc) {
+        UpdateRequest updateRequest;
+        updateRequest = new UpdateRequest(index, key).doc(doc, XContentType.JSON);
+        updateRequest.docAsUpsert(true);
+        this.requestTracker.addWriteTask();
+        this.opensearchBulkProcessor.add(updateRequest);
+    }
+
+    @Override
+    public void deleteRow(String index, String key) {
+        DeleteRequest deleteRequest;
+        deleteRequest = new DeleteRequest(index, key);
+        this.requestTracker.addWriteTask();
+        this.opensearchBulkProcessor.add(deleteRequest);
+    }
+}
diff --git a/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/OpensearchRestHighLevelClientAdapter.java b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/OpensearchRestHighLevelClientAdapter.java
new file mode 100644
index 0000000000000..5f3773b0a91aa
--- /dev/null
+++ b/java/connector-node/risingwave-sink-es-7/src/main/java/com/risingwave/connector/OpensearchRestHighLevelClientAdapter.java
@@ -0,0 +1,78 @@
+/*
+ * Copyright 2024 RisingWave Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.risingwave.connector;
+
+import java.io.IOException;
+import org.apache.http.HttpHost;
+import org.apache.http.auth.AuthScope;
+import org.apache.http.auth.UsernamePasswordCredentials;
+import org.apache.http.client.CredentialsProvider;
+import org.apache.http.impl.client.BasicCredentialsProvider;
+import org.opensearch.action.bulk.BulkRequest;
+import org.opensearch.action.bulk.BulkResponse;
+import org.opensearch.client.Cancellable;
+import org.opensearch.client.RequestOptions;
+import org.opensearch.client.RestClientBuilder;
+import org.opensearch.client.RestHighLevelClient;
+import org.opensearch.core.action.ActionListener;
+
+public class OpensearchRestHighLevelClientAdapter implements AutoCloseable {
+    RestHighLevelClient opensearchClient;
+
+    private static RestClientBuilder configureRestClientBuilder(
+            RestClientBuilder builder, EsSinkConfig config) {
+        // Possible config:
+        // 1. Connection path prefix
+        // 2. Username and password
+        if (config.getPassword() != null && config.getUsername() != null) {
+            final CredentialsProvider credentialsProvider = new BasicCredentialsProvider();
+            credentialsProvider.setCredentials(
+                    AuthScope.ANY,
+                    new UsernamePasswordCredentials(config.getUsername(), config.getPassword()));
+            builder.setHttpClientConfigCallback(
+                    httpClientBuilder ->
+                            httpClientBuilder.setDefaultCredentialsProvider(credentialsProvider));
+        }
+        // 3. Timeout
+        return builder;
+    }
+
+    public OpensearchRestHighLevelClientAdapter(HttpHost host, EsSinkConfig config) {
+        this.opensearchClient =
+                new org.opensearch.client.RestHighLevelClient(
+                        configureRestClientBuilder(
+                                org.opensearch.client.RestClient.builder(host), config));
+    }
+
+    @Override
+    public void close() throws IOException {
+        opensearchClient.close();
+    }
+
+    public boolean ping(org.opensearch.client.RequestOptions options) throws IOException {
+        boolean flag = opensearchClient.ping(options);
+        return flag;
+    }
+
+    public Cancellable bulkAsync(
+            BulkRequest bulkRequest,
+            RequestOptions options,
+            ActionListener<BulkResponse> listener) {
+        Cancellable cancellable = opensearchClient.bulkAsync(bulkRequest, options, listener);
+        return cancellable;
+    }
+}
diff --git a/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSink.java b/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSink.java
index 399a312758e3b..10aa371c50aec 100644
--- a/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSink.java
+++ b/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSink.java
@@ -254,10 +254,7 @@ public void prepareUpsert(SinkRow row) {
                         break;
                     case UPDATE_INSERT:
                         if (!updateFlag) {
-                            throw Status.FAILED_PRECONDITION
-                                    .withDescription(
-                                            "an UPDATE_DELETE should precede an UPDATE_INSERT")
-                                    .asRuntimeException();
+                            LOG.warn("Missing an UPDATE_DELETE precede an UPDATE_INSERT");
                         }
                         jdbcDialect.bindUpsertStatement(upsertStatement, conn, tableSchema, row);
                         updateFlag = false;
@@ -364,10 +361,7 @@ public void beginEpoch(long epoch) {}
     @Override
     public Optional<ConnectorServiceProto.SinkMetadata> barrier(boolean isCheckpoint) {
         if (updateFlag) {
-            throw Status.FAILED_PRECONDITION
-                    .withDescription(
-                            "expected UPDATE_INSERT to complete an UPDATE operation, got `sync`")
-                    .asRuntimeException();
+            LOG.warn("expect an UPDATE_INSERT to complete an UPDATE operation, got `sync`");
         }
         return Optional.empty();
     }
diff --git a/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSinkFactory.java b/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSinkFactory.java
index 835c7b9693668..875bda89681de 100644
--- a/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSinkFactory.java
+++ b/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JDBCSinkFactory.java
@@ -75,7 +75,11 @@ public void validate(
         } catch (SQLException e) {
             LOG.error("failed to connect to target database. jdbcUrl: {}", jdbcUrl, e);
             throw Status.INVALID_ARGUMENT
-                    .withDescription("failed to connect to target database: " + e.getSQLState())
+                    .withDescription(
+                            "failed to connect to target database: "
+                                    + e.getSQLState()
+                                    + ": "
+                                    + e.getMessage())
                     .asRuntimeException();
         }
 
diff --git a/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JdbcUtils.java b/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JdbcUtils.java
index 7d28e4553fe3e..2360ac96585dd 100644
--- a/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JdbcUtils.java
+++ b/java/connector-node/risingwave-sink-jdbc/src/main/java/com/risingwave/connector/JdbcUtils.java
@@ -25,6 +25,9 @@
 
 public abstract class JdbcUtils {
 
+    static final int CONNECTION_TIMEOUT = 30;
+    static final int SOCKET_TIMEOUT = 300;
+
     public static Optional<JdbcDialectFactory> getDialectFactory(String jdbcUrl) {
         if (jdbcUrl.startsWith("jdbc:mysql")) {
             return Optional.of(new MySqlDialectFactory());
@@ -43,6 +46,16 @@ public static Connection getConnection(String jdbcUrl) throws SQLException {
         // https://jdbc.postgresql.org/documentation/use/
         // https://dev.mysql.com/doc/connectors/en/connector-j-connp-props-networking.html#cj-conn-prop_tcpKeepAlive
         props.setProperty("tcpKeepAlive", "true");
+
+        // default timeout in seconds
+        boolean isPg = jdbcUrl.startsWith("jdbc:postgresql");
+
+        // postgres use seconds and mysql use milliseconds
+        int connectTimeout = isPg ? CONNECTION_TIMEOUT : CONNECTION_TIMEOUT * 1000;
+        int socketTimeout = isPg ? SOCKET_TIMEOUT : SOCKET_TIMEOUT * 1000;
+        props.setProperty("connectTimeout", String.valueOf(connectTimeout));
+        props.setProperty("socketTimeout", String.valueOf(socketTimeout));
+
         var conn = DriverManager.getConnection(jdbcUrl, props);
         // disable auto commit can improve performance
         conn.setAutoCommit(false);
diff --git a/java/pom.xml b/java/pom.xml
index 5f0327bf8ffc9..44ff36fe8de0a 100644
--- a/java/pom.xml
+++ b/java/pom.xml
@@ -75,10 +75,11 @@
         <commons.text.version>1.10.0</commons.text.version>
         <commons.lang3.version>3.12.0</commons.lang3.version>
         <debezium.version>2.4.2.Final</debezium.version>
-        <jackson.version>2.13.5</jackson.version>
+        <jackson.version>2.15.0</jackson.version>
         <spark_sql.version>3.3.1</spark_sql.version>
         <hadoop.version>3.3.3</hadoop.version>
         <elasticsearch.version>7.17.19</elasticsearch.version>
+        <opensearch.version>2.11.1</opensearch.version>
         <datastax.version>4.15.0</datastax.version>
         <flink.version>1.18.0</flink.version>
         <testcontainers.version>1.17.6</testcontainers.version>
@@ -195,6 +196,22 @@
                 <artifactId>elasticsearch-rest-high-level-client</artifactId>
                 <version>${elasticsearch.version}</version>
             </dependency>
+            <dependency>
+                <groupId>org.opensearch</groupId>
+                <artifactId>opensearch</artifactId>
+                <version>${opensearch.version}</version>
+            </dependency>
+            <dependency>
+                <groupId>org.opensearch.client</groupId>
+                <artifactId>opensearch-rest-high-level-client</artifactId>
+                <version>${opensearch.version}</version>
+                <exclusions>
+                    <exclusion>
+                        <groupId>org.apache.httpcomponents</groupId>
+                        <artifactId>httpcore-nio</artifactId>
+                    </exclusion>
+                </exclusions>
+            </dependency>
             <dependency>
                 <groupId>io.grpc</groupId>
                 <artifactId>grpc-netty-shaded</artifactId>
diff --git a/proto/catalog.proto b/proto/catalog.proto
index 7dfefa003217d..c9eedf93f41b4 100644
--- a/proto/catalog.proto
+++ b/proto/catalog.proto
@@ -83,8 +83,8 @@ message StreamSourceInfo {
   // Options specified by user in the FORMAT ENCODE clause.
   map<string, string> format_encode_options = 14;
 
-  // Handle the source relies on any sceret. The key is the propertity name and the value is the secret id.
-  map<string, uint32> secret_ref = 16;
+  // Handle the source relies on any sceret. The key is the propertity name and the value is the secret id and type.
+  map<string, SecretRef> secret_ref = 16;
 }
 
 message Source {
@@ -180,8 +180,8 @@ message Sink {
   // Whether it should use background ddl or block until backfill finishes.
   CreateType create_type = 24;
 
-  // Handle the sink relies on any sceret. The key is the propertity name and the value is the secret id.
-  map<string, uint32> secret_ref = 25;
+  // Handle the sink relies on any sceret. The key is the propertity name and the value is the secret id and type.
+  map<string, SecretRef> secret_ref = 25;
 }
 
 message Subscription {
@@ -241,6 +241,7 @@ message Index {
   // Only `InputRef` type index is supported Now.
   // The index of `InputRef` is the column index of the primary table.
   repeated expr.ExprNode index_item = 8;
+  repeated IndexColumnProperties index_column_properties = 16;
   reserved 9; // Deprecated repeated int32 original_columns = 9;
 
   optional uint64 initialized_at_epoch = 10;
@@ -255,6 +256,14 @@ message Index {
   optional string created_at_cluster_version = 15;
 }
 
+// https://www.postgresql.org/docs/current/functions-info.html#FUNCTIONS-INFO-INDEX-COLUMN-PROPS
+message IndexColumnProperties {
+  // Whether the column sort in ascending(false) or descending(true) order on a forward scan.
+  bool is_desc = 1;
+  // Does the column sort with nulls first on a forward scan?
+  bool nulls_first = 2;
+}
+
 message Function {
   uint32 id = 1;
   uint32 schema_id = 2;
@@ -441,3 +450,14 @@ message Secret {
   uint32 owner = 5;
   uint32 schema_id = 6;
 }
+
+message SecretRef {
+  enum RefAsType {
+    UNSPECIFIED = 0;
+    TEXT = 1;
+    // AS FILE
+    FILE = 2;
+  }
+  uint32 secret_id = 1;
+  RefAsType ref_as = 2;
+}
diff --git a/proto/expr.proto b/proto/expr.proto
index 602c712975ecd..ada2159bb80ae 100644
--- a/proto/expr.proto
+++ b/proto/expr.proto
@@ -302,6 +302,7 @@ message ExprNode {
     PG_INDEXES_SIZE = 2404;
     PG_RELATION_SIZE = 2405;
     PG_GET_SERIAL_SEQUENCE = 2406;
+    PG_INDEX_COLUMN_HAS_PROPERTY = 2410;
     HAS_TABLE_PRIVILEGE = 2407;
     HAS_ANY_COLUMN_PRIVILEGE = 2408;
     HAS_SCHEMA_PRIVILEGE = 2409;
diff --git a/proto/hummock.proto b/proto/hummock.proto
index 89a0438fc43a7..149944831a4f9 100644
--- a/proto/hummock.proto
+++ b/proto/hummock.proto
@@ -69,25 +69,28 @@ message IntraLevelDelta {
 enum CompatibilityVersion {
   VERSION_UNSPECIFIED = 0;
   NO_TRIVIAL_SPLIT = 1;
+  NO_MEMBER_TABLE_IDS = 2;
 }
 
 message GroupConstruct {
   CompactionConfig group_config = 1;
   // If parent_group_id is not 0, it means parent_group_id splits into parent_group_id and this group, so this group is not empty initially.
   uint64 parent_group_id = 2;
-  repeated uint32 table_ids = 3;
+  repeated uint32 table_ids = 3 [deprecated = true];
   uint64 group_id = 4;
   uint64 new_sst_start_id = 5;
   CompatibilityVersion version = 6;
 }
 
 message GroupMetaChange {
-  repeated uint32 table_ids_add = 1;
-  repeated uint32 table_ids_remove = 2;
+  option deprecated = true;
+  repeated uint32 table_ids_add = 1 [deprecated = true];
+  repeated uint32 table_ids_remove = 2 [deprecated = true];
 }
 
 message GroupTableChange {
-  repeated uint32 table_ids = 1;
+  option deprecated = true;
+  repeated uint32 table_ids = 1 [deprecated = true];
   uint64 target_group_id = 2;
   uint64 origin_group_id = 3;
   uint64 new_sst_start_id = 4;
@@ -102,7 +105,7 @@ message GroupDelta {
     GroupConstruct group_construct = 2;
     GroupDestroy group_destroy = 3;
     GroupMetaChange group_meta_change = 4;
-    GroupTableChange group_table_change = 5;
+    GroupTableChange group_table_change = 5 [deprecated = true];
   }
 }
 
@@ -152,11 +155,13 @@ message TableChangeLog {
 message StateTableInfo {
   uint64 committed_epoch = 1;
   uint64 safe_epoch = 2;
+  uint64 compaction_group_id = 3;
 }
 
 message StateTableInfoDelta {
   uint64 committed_epoch = 1;
   uint64 safe_epoch = 2;
+  uint64 compaction_group_id = 3;
 }
 
 message HummockVersion {
@@ -165,7 +170,7 @@ message HummockVersion {
     OverlappingLevel l0 = 2;
     uint64 group_id = 3;
     uint64 parent_group_id = 4;
-    repeated uint32 member_table_ids = 5;
+    repeated uint32 member_table_ids = 5 [deprecated = true];
   }
   uint64 id = 1;
   // Levels of each compaction group
diff --git a/proto/java_binding.proto b/proto/java_binding.proto
index 32ed2f5df1992..72558438d1761 100644
--- a/proto/java_binding.proto
+++ b/proto/java_binding.proto
@@ -34,4 +34,5 @@ message ReadPlan {
   catalog.Table table_catalog = 7;
 
   repeated uint32 vnode_ids = 8;
+  bool use_new_object_prefix_strategy = 9;
 }
diff --git a/proto/meta.proto b/proto/meta.proto
index 9ad18cb3df7d5..4a67dd0455e5c 100644
--- a/proto/meta.proto
+++ b/proto/meta.proto
@@ -602,6 +602,7 @@ message SystemParams {
   optional bool pause_on_next_bootstrap = 13;
   optional string wasm_storage_url = 14 [deprecated = true];
   optional bool enable_tracing = 15;
+  optional bool use_new_object_prefix_strategy = 16;
 }
 
 message GetSystemParamsRequest {}
diff --git a/proto/monitor_service.proto b/proto/monitor_service.proto
index b9238c8d3686d..03013c127fd88 100644
--- a/proto/monitor_service.proto
+++ b/proto/monitor_service.proto
@@ -12,7 +12,8 @@ message StackTraceResponse {
   map<string, string> rpc_traces = 2;
   map<string, string> compaction_task_traces = 3;
   map<uint64, string> inflight_barrier_traces = 4;
-  map<uint32, string> barrier_worker_state = 5;
+  map<uint32, string> barrier_worker_state = 5; // key: worker id
+  map<uint32, string> jvm_stack_traces = 6; // key: worker id. Might be empty if the worker doesn't run JVM.
 }
 
 // CPU profiling
diff --git a/src/batch/benches/hash_agg.rs b/src/batch/benches/hash_agg.rs
index e91564692dc95..ebe7f959fb0a7 100644
--- a/src/batch/benches/hash_agg.rs
+++ b/src/batch/benches/hash_agg.rs
@@ -19,6 +19,7 @@ use criterion::{criterion_group, criterion_main, BatchSize, BenchmarkId, Criteri
 use itertools::Itertools;
 use risingwave_batch::executor::aggregation::build as build_agg;
 use risingwave_batch::executor::{BoxedExecutor, HashAggExecutor};
+use risingwave_batch::monitor::BatchSpillMetrics;
 use risingwave_batch::task::ShutdownToken;
 use risingwave_common::catalog::{Field, Schema};
 use risingwave_common::memory::MemoryContext;
@@ -107,6 +108,7 @@ fn create_hash_agg_executor(
         CHUNK_SIZE,
         MemoryContext::none(),
         false,
+        BatchSpillMetrics::for_test(),
         ShutdownToken::empty(),
     ))
 }
diff --git a/src/batch/benches/hash_join.rs b/src/batch/benches/hash_join.rs
index 03e252d94f557..53de20a4a1552 100644
--- a/src/batch/benches/hash_join.rs
+++ b/src/batch/benches/hash_join.rs
@@ -18,6 +18,7 @@ use criterion::{criterion_group, criterion_main, Criterion};
 use risingwave_batch::executor::hash_join::HashJoinExecutor;
 use risingwave_batch::executor::test_utils::{gen_projected_data, MockExecutor};
 use risingwave_batch::executor::{BoxedExecutor, JoinType};
+use risingwave_batch::monitor::BatchSpillMetrics;
 use risingwave_batch::task::ShutdownToken;
 use risingwave_common::catalog::schema_test_utils::field_n;
 use risingwave_common::memory::MemoryContext;
@@ -75,6 +76,7 @@ fn create_hash_join_executor(
         "HashJoinExecutor".into(),
         CHUNK_SIZE,
         false,
+        BatchSpillMetrics::for_test(),
         ShutdownToken::empty(),
         MemoryContext::none(),
     ))
diff --git a/src/batch/src/exchange_source.rs b/src/batch/src/exchange_source.rs
index b602b14d5c018..409061594338d 100644
--- a/src/batch/src/exchange_source.rs
+++ b/src/batch/src/exchange_source.rs
@@ -15,9 +15,10 @@
 use std::fmt::Debug;
 use std::future::Future;
 
+use futures_async_stream::try_stream;
 use risingwave_common::array::DataChunk;
 
-use crate::error::Result;
+use crate::error::{BatchError, Result};
 use crate::execution::grpc_exchange::GrpcExchangeSource;
 use crate::execution::local_exchange::LocalExchangeSource;
 use crate::executor::test_utils::FakeExchangeSource;
@@ -54,4 +55,16 @@ impl ExchangeSourceImpl {
             ExchangeSourceImpl::Fake(fake) => fake.get_task_id(),
         }
     }
+
+    #[try_stream(boxed, ok = DataChunk, error = BatchError)]
+    pub(crate) async fn take_data_stream(self) {
+        let mut source = self;
+        loop {
+            match source.take_data().await {
+                Ok(Some(chunk)) => yield chunk,
+                Ok(None) => break,
+                Err(e) => return Err(e),
+            }
+        }
+    }
 }
diff --git a/src/batch/src/executor/hash_agg.rs b/src/batch/src/executor/hash_agg.rs
index ce54ea215a430..8b8f86c637199 100644
--- a/src/batch/src/executor/hash_agg.rs
+++ b/src/batch/src/executor/hash_agg.rs
@@ -42,6 +42,7 @@ use crate::executor::{
     BoxedDataChunkStream, BoxedExecutor, BoxedExecutorBuilder, Executor, ExecutorBuilder,
     WrapStreamExecutor,
 };
+use crate::monitor::BatchSpillMetrics;
 use crate::spill::spill_op::{
     SpillBuildHasher, SpillOp, DEFAULT_SPILL_PARTITION_NUM, SPILL_AT_LEAST_MEMORY,
 };
@@ -64,6 +65,7 @@ impl HashKeyDispatcher for HashAggExecutorBuilder {
             self.chunk_size,
             self.mem_context,
             self.enable_spill,
+            self.spill_metrics,
             self.shutdown_rx,
         ))
     }
@@ -85,6 +87,7 @@ pub struct HashAggExecutorBuilder {
     chunk_size: usize,
     mem_context: MemoryContext,
     enable_spill: bool,
+    spill_metrics: Arc<BatchSpillMetrics>,
     shutdown_rx: ShutdownToken,
 }
 
@@ -97,6 +100,7 @@ impl HashAggExecutorBuilder {
         chunk_size: usize,
         mem_context: MemoryContext,
         enable_spill: bool,
+        spill_metrics: Arc<BatchSpillMetrics>,
         shutdown_rx: ShutdownToken,
     ) -> Result<BoxedExecutor> {
         let aggs: Vec<_> = hash_agg_node
@@ -136,6 +140,7 @@ impl HashAggExecutorBuilder {
             chunk_size,
             mem_context,
             enable_spill,
+            spill_metrics,
             shutdown_rx,
         };
 
@@ -158,6 +163,8 @@ impl BoxedExecutorBuilder for HashAggExecutorBuilder {
 
         let identity = source.plan_node().get_identity();
 
+        let spill_metrics = source.context.spill_metrics();
+
         Self::deserialize(
             hash_agg_node,
             child,
@@ -166,6 +173,7 @@ impl BoxedExecutorBuilder for HashAggExecutorBuilder {
             source.context.get_config().developer.chunk_size,
             source.context.create_executor_mem_context(identity),
             source.context.get_config().enable_spill,
+            spill_metrics,
             source.shutdown_rx.clone(),
         )
     }
@@ -188,6 +196,7 @@ pub struct HashAggExecutor<K> {
     chunk_size: usize,
     mem_context: MemoryContext,
     enable_spill: bool,
+    spill_metrics: Arc<BatchSpillMetrics>,
     /// The upper bound of memory usage for this executor.
     memory_upper_bound: Option<u64>,
     shutdown_rx: ShutdownToken,
@@ -195,6 +204,7 @@ pub struct HashAggExecutor<K> {
 }
 
 impl<K> HashAggExecutor<K> {
+    #[allow(clippy::too_many_arguments)]
     pub fn new(
         aggs: Arc<Vec<BoxedAggregateFunction>>,
         group_key_columns: Vec<usize>,
@@ -205,6 +215,7 @@ impl<K> HashAggExecutor<K> {
         chunk_size: usize,
         mem_context: MemoryContext,
         enable_spill: bool,
+        spill_metrics: Arc<BatchSpillMetrics>,
         shutdown_rx: ShutdownToken,
     ) -> Self {
         Self::new_inner(
@@ -218,6 +229,7 @@ impl<K> HashAggExecutor<K> {
             chunk_size,
             mem_context,
             enable_spill,
+            spill_metrics,
             None,
             shutdown_rx,
         )
@@ -235,6 +247,7 @@ impl<K> HashAggExecutor<K> {
         chunk_size: usize,
         mem_context: MemoryContext,
         enable_spill: bool,
+        spill_metrics: Arc<BatchSpillMetrics>,
         memory_upper_bound: Option<u64>,
         shutdown_rx: ShutdownToken,
     ) -> Self {
@@ -249,6 +262,7 @@ impl<K> HashAggExecutor<K> {
             chunk_size,
             mem_context,
             enable_spill,
+            spill_metrics,
             memory_upper_bound,
             shutdown_rx,
             _phantom: PhantomData,
@@ -296,6 +310,7 @@ pub struct AggSpillManager {
     child_data_types: Vec<DataType>,
     agg_data_types: Vec<DataType>,
     spill_chunk_size: usize,
+    spill_metrics: Arc<BatchSpillMetrics>,
 }
 
 impl AggSpillManager {
@@ -306,6 +321,7 @@ impl AggSpillManager {
         agg_data_types: Vec<DataType>,
         child_data_types: Vec<DataType>,
         spill_chunk_size: usize,
+        spill_metrics: Arc<BatchSpillMetrics>,
     ) -> Result<Self> {
         let suffix_uuid = uuid::Uuid::new_v4();
         let dir = format!("/{}-{}/", agg_identity, suffix_uuid);
@@ -328,6 +344,7 @@ impl AggSpillManager {
             child_data_types,
             agg_data_types,
             spill_chunk_size,
+            spill_metrics,
         })
     }
 
@@ -362,6 +379,9 @@ impl AggSpillManager {
             let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
             let buf = Message::encode_to_vec(&chunk_pb);
             let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+            self.spill_metrics
+                .batch_spill_write_bytes
+                .inc_by((buf.len() + len_bytes.len()) as u64);
             self.agg_state_writers[partition].write(len_bytes).await?;
             self.agg_state_writers[partition].write(buf).await?;
         }
@@ -382,6 +402,9 @@ impl AggSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.input_writers[partition].write(len_bytes).await?;
                 self.input_writers[partition].write(buf).await?;
             }
@@ -395,6 +418,9 @@ impl AggSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.agg_state_writers[partition].write(len_bytes).await?;
                 self.agg_state_writers[partition].write(buf).await?;
             }
@@ -403,6 +429,9 @@ impl AggSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.input_writers[partition].write(len_bytes).await?;
                 self.input_writers[partition].write(buf).await?;
             }
@@ -420,13 +449,13 @@ impl AggSpillManager {
     async fn read_agg_state_partition(&mut self, partition: usize) -> Result<BoxedDataChunkStream> {
         let agg_state_partition_file_name = format!("agg-state-p{}", partition);
         let r = self.op.reader_with(&agg_state_partition_file_name).await?;
-        Ok(SpillOp::read_stream(r))
+        Ok(SpillOp::read_stream(r, self.spill_metrics.clone()))
     }
 
     async fn read_input_partition(&mut self, partition: usize) -> Result<BoxedDataChunkStream> {
         let input_partition_file_name = format!("input-chunks-p{}", partition);
         let r = self.op.reader_with(&input_partition_file_name).await?;
-        Ok(SpillOp::read_stream(r))
+        Ok(SpillOp::read_stream(r, self.spill_metrics.clone()))
     }
 
     async fn estimate_partition_size(&self, partition: usize) -> Result<u64> {
@@ -567,6 +596,7 @@ impl<K: HashKey + Send + Sync> HashAggExecutor<K> {
                 self.aggs.iter().map(|agg| agg.return_type()).collect(),
                 child_schema.data_types(),
                 self.chunk_size,
+                self.spill_metrics.clone(),
             )?;
             agg_spill_manager.init_writers().await?;
 
@@ -632,6 +662,7 @@ impl<K: HashKey + Send + Sync> HashAggExecutor<K> {
                     self.chunk_size,
                     self.mem_context.clone(),
                     self.enable_spill,
+                    self.spill_metrics.clone(),
                     Some(partition_size),
                     self.shutdown_rx.clone(),
                 );
@@ -780,6 +811,7 @@ mod tests {
                 CHUNK_SIZE,
                 mem_context.clone(),
                 false,
+                BatchSpillMetrics::for_test(),
                 ShutdownToken::empty(),
             )
             .unwrap();
@@ -853,6 +885,7 @@ mod tests {
             CHUNK_SIZE,
             MemoryContext::none(),
             false,
+            BatchSpillMetrics::for_test(),
             ShutdownToken::empty(),
         )
         .unwrap();
@@ -970,6 +1003,7 @@ mod tests {
             CHUNK_SIZE,
             MemoryContext::none(),
             false,
+            BatchSpillMetrics::for_test(),
             shutdown_rx,
         )
         .unwrap();
diff --git a/src/batch/src/executor/join/hash_join.rs b/src/batch/src/executor/join/hash_join.rs
index f6440c74430a6..24ac63d02ba4e 100644
--- a/src/batch/src/executor/join/hash_join.rs
+++ b/src/batch/src/executor/join/hash_join.rs
@@ -41,6 +41,7 @@ use crate::executor::{
     BoxedDataChunkStream, BoxedExecutor, BoxedExecutorBuilder, Executor, ExecutorBuilder,
     WrapStreamExecutor,
 };
+use crate::monitor::BatchSpillMetrics;
 use crate::risingwave_common::hash::NullBitmap;
 use crate::spill::spill_op::{
     SpillBuildHasher, SpillOp, DEFAULT_SPILL_PARTITION_NUM, SPILL_AT_LEAST_MEMORY,
@@ -83,6 +84,7 @@ pub struct HashJoinExecutor<K> {
     chunk_size: usize,
 
     enable_spill: bool,
+    spill_metrics: Arc<BatchSpillMetrics>,
     /// The upper bound of memory usage for this executor.
     memory_upper_bound: Option<u64>,
 
@@ -243,6 +245,7 @@ pub struct JoinSpillManager {
     probe_side_data_types: Vec<DataType>,
     build_side_data_types: Vec<DataType>,
     spill_chunk_size: usize,
+    spill_metrics: Arc<BatchSpillMetrics>,
 }
 
 /// `JoinSpillManager` is used to manage how to write spill data file and read them back.
@@ -266,6 +269,7 @@ impl JoinSpillManager {
         probe_side_data_types: Vec<DataType>,
         build_side_data_types: Vec<DataType>,
         spill_chunk_size: usize,
+        spill_metrics: Arc<BatchSpillMetrics>,
     ) -> Result<Self> {
         let suffix_uuid = uuid::Uuid::new_v4();
         let dir = format!("/{}-{}/", join_identity, suffix_uuid);
@@ -286,6 +290,7 @@ impl JoinSpillManager {
             probe_side_data_types,
             build_side_data_types,
             spill_chunk_size,
+            spill_metrics,
         })
     }
 
@@ -334,6 +339,9 @@ impl JoinSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.probe_side_writers[partition].write(len_bytes).await?;
                 self.probe_side_writers[partition].write(buf).await?;
             }
@@ -359,6 +367,9 @@ impl JoinSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.build_side_writers[partition].write(len_bytes).await?;
                 self.build_side_writers[partition].write(buf).await?;
             }
@@ -372,6 +383,9 @@ impl JoinSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.probe_side_writers[partition].write(len_bytes).await?;
                 self.probe_side_writers[partition].write(buf).await?;
             }
@@ -380,6 +394,9 @@ impl JoinSpillManager {
                 let chunk_pb: PbDataChunk = output_chunk.to_protobuf();
                 let buf = Message::encode_to_vec(&chunk_pb);
                 let len_bytes = Bytes::copy_from_slice(&(buf.len() as u32).to_le_bytes());
+                self.spill_metrics
+                    .batch_spill_write_bytes
+                    .inc_by((buf.len() + len_bytes.len()) as u64);
                 self.build_side_writers[partition].write(len_bytes).await?;
                 self.build_side_writers[partition].write(buf).await?;
             }
@@ -403,7 +420,7 @@ impl JoinSpillManager {
             .op
             .reader_with(&join_probe_side_partition_file_name)
             .await?;
-        Ok(SpillOp::read_stream(r))
+        Ok(SpillOp::read_stream(r, self.spill_metrics.clone()))
     }
 
     async fn read_build_side_partition(
@@ -415,7 +432,7 @@ impl JoinSpillManager {
             .op
             .reader_with(&join_build_side_partition_file_name)
             .await?;
-        Ok(SpillOp::read_stream(r))
+        Ok(SpillOp::read_stream(r, self.spill_metrics.clone()))
     }
 
     pub async fn estimate_partition_size(&self, partition: usize) -> Result<u64> {
@@ -537,6 +554,7 @@ impl<K: HashKey> HashJoinExecutor<K> {
                 probe_data_types.clone(),
                 build_data_types.clone(),
                 self.chunk_size,
+                self.spill_metrics.clone(),
             )?;
             join_spill_manager.init_writers().await?;
 
@@ -628,6 +646,7 @@ impl<K: HashKey> HashJoinExecutor<K> {
                     format!("{}-sub{}", self.identity.clone(), i),
                     self.chunk_size,
                     self.enable_spill,
+                    self.spill_metrics.clone(),
                     Some(partition_size),
                     self.shutdown_rx.clone(),
                     self.mem_ctx.clone(),
@@ -2218,6 +2237,7 @@ impl BoxedExecutorBuilder for HashJoinExecutor<()> {
             right_key_types,
             chunk_size: context.context.get_config().developer.chunk_size,
             enable_spill: context.context.get_config().enable_spill,
+            spill_metrics: context.context.spill_metrics(),
             shutdown_rx: context.shutdown_rx.clone(),
             mem_ctx: context.context.create_executor_mem_context(&identity),
         }
@@ -2238,6 +2258,7 @@ struct HashJoinExecutorArgs {
     right_key_types: Vec<DataType>,
     chunk_size: usize,
     enable_spill: bool,
+    spill_metrics: Arc<BatchSpillMetrics>,
     shutdown_rx: ShutdownToken,
     mem_ctx: MemoryContext,
 }
@@ -2258,6 +2279,7 @@ impl HashKeyDispatcher for HashJoinExecutorArgs {
             self.identity,
             self.chunk_size,
             self.enable_spill,
+            self.spill_metrics,
             self.shutdown_rx,
             self.mem_ctx,
         ))
@@ -2282,6 +2304,7 @@ impl<K> HashJoinExecutor<K> {
         identity: String,
         chunk_size: usize,
         enable_spill: bool,
+        spill_metrics: Arc<BatchSpillMetrics>,
         shutdown_rx: ShutdownToken,
         mem_ctx: MemoryContext,
     ) -> Self {
@@ -2297,6 +2320,7 @@ impl<K> HashJoinExecutor<K> {
             identity,
             chunk_size,
             enable_spill,
+            spill_metrics,
             None,
             shutdown_rx,
             mem_ctx,
@@ -2316,6 +2340,7 @@ impl<K> HashJoinExecutor<K> {
         identity: String,
         chunk_size: usize,
         enable_spill: bool,
+        spill_metrics: Arc<BatchSpillMetrics>,
         memory_upper_bound: Option<u64>,
         shutdown_rx: ShutdownToken,
         mem_ctx: MemoryContext,
@@ -2354,6 +2379,7 @@ impl<K> HashJoinExecutor<K> {
             chunk_size,
             shutdown_rx,
             enable_spill,
+            spill_metrics,
             memory_upper_bound,
             mem_ctx,
             _phantom: PhantomData,
@@ -2381,6 +2407,7 @@ mod tests {
     use crate::error::Result;
     use crate::executor::test_utils::MockExecutor;
     use crate::executor::BoxedExecutor;
+    use crate::monitor::BatchSpillMetrics;
     use crate::task::ShutdownToken;
 
     const CHUNK_SIZE: usize = 1024;
@@ -2596,6 +2623,7 @@ mod tests {
                 "HashJoinExecutor".to_string(),
                 chunk_size,
                 false,
+                BatchSpillMetrics::for_test(),
                 shutdown_rx,
                 mem_ctx,
             ))
diff --git a/src/batch/src/executor/merge_sort.rs b/src/batch/src/executor/merge_sort.rs
new file mode 100644
index 0000000000000..1f5c8f3e5fc2c
--- /dev/null
+++ b/src/batch/src/executor/merge_sort.rs
@@ -0,0 +1,195 @@
+// Copyright 2024 RisingWave Labs
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use std::mem;
+use std::sync::Arc;
+
+use futures_async_stream::try_stream;
+use futures_util::StreamExt;
+use itertools::Itertools;
+use risingwave_common::array::DataChunk;
+use risingwave_common::catalog::Schema;
+use risingwave_common::memory::{MemMonitoredHeap, MemoryContext, MonitoredGlobalAlloc};
+use risingwave_common::types::ToOwnedDatum;
+use risingwave_common::util::sort_util::{ColumnOrder, HeapElem};
+use risingwave_common_estimate_size::EstimateSize;
+
+use super::{BoxedDataChunkStream, BoxedExecutor, Executor};
+use crate::error::{BatchError, Result};
+
+pub struct MergeSortExecutor {
+    inputs: Vec<BoxedExecutor>,
+    column_orders: Arc<Vec<ColumnOrder>>,
+    identity: String,
+    schema: Schema,
+    chunk_size: usize,
+    mem_context: MemoryContext,
+    min_heap: MemMonitoredHeap<HeapElem>,
+    current_chunks: Vec<Option<DataChunk>, MonitoredGlobalAlloc>,
+}
+
+impl Executor for MergeSortExecutor {
+    fn schema(&self) -> &Schema {
+        &self.schema
+    }
+
+    fn identity(&self) -> &str {
+        &self.identity
+    }
+
+    fn execute(self: Box<Self>) -> BoxedDataChunkStream {
+        self.do_execute()
+    }
+}
+
+impl MergeSortExecutor {
+    #[try_stream(boxed, ok = DataChunk, error = BatchError)]
+    async fn do_execute(mut self: Box<Self>) {
+        let mut inputs = vec![];
+        mem::swap(&mut inputs, &mut self.inputs);
+        let mut input_streams = inputs
+            .into_iter()
+            .map(|input| input.execute())
+            .collect_vec();
+        for (input_idx, input_stream) in input_streams.iter_mut().enumerate() {
+            match input_stream.next().await {
+                Some(chunk) => {
+                    let chunk = chunk?;
+                    self.current_chunks.push(Some(chunk));
+                    if let Some(chunk) = &self.current_chunks[input_idx] {
+                        // We assume that we would always get a non-empty chunk from the upstream of
+                        // exchange, therefore we are sure that there is at least
+                        // one visible row.
+                        let next_row_idx = chunk.next_visible_row_idx(0);
+                        self.push_row_into_heap(input_idx, next_row_idx.unwrap());
+                    }
+                }
+                None => {
+                    self.current_chunks.push(None);
+                }
+            }
+        }
+
+        while !self.min_heap.is_empty() {
+            // It is possible that we cannot produce this much as
+            // we may run out of input data chunks from sources.
+            let mut want_to_produce = self.chunk_size;
+
+            let mut builders: Vec<_> = self
+                .schema
+                .fields
+                .iter()
+                .map(|field| field.data_type.create_array_builder(self.chunk_size))
+                .collect();
+            let mut array_len = 0;
+            while want_to_produce > 0 && !self.min_heap.is_empty() {
+                let top_elem = self.min_heap.pop().unwrap();
+                let child_idx = top_elem.chunk_idx();
+                let cur_chunk = top_elem.chunk();
+                let row_idx = top_elem.elem_idx();
+                for (idx, builder) in builders.iter_mut().enumerate() {
+                    let chunk_arr = cur_chunk.column_at(idx);
+                    let chunk_arr = chunk_arr.as_ref();
+                    let datum = chunk_arr.value_at(row_idx).to_owned_datum();
+                    builder.append(&datum);
+                }
+                want_to_produce -= 1;
+                array_len += 1;
+                // check whether we have another row from the same chunk being popped
+                let possible_next_row_idx = cur_chunk.next_visible_row_idx(row_idx + 1);
+                match possible_next_row_idx {
+                    Some(next_row_idx) => {
+                        self.push_row_into_heap(child_idx, next_row_idx);
+                    }
+                    None => {
+                        self.get_input_chunk(&mut input_streams, child_idx).await?;
+                        if let Some(chunk) = &self.current_chunks[child_idx] {
+                            let next_row_idx = chunk.next_visible_row_idx(0);
+                            self.push_row_into_heap(child_idx, next_row_idx.unwrap());
+                        }
+                    }
+                }
+            }
+
+            let columns = builders
+                .into_iter()
+                .map(|builder| builder.finish().into())
+                .collect::<Vec<_>>();
+            let chunk = DataChunk::new(columns, array_len);
+            yield chunk
+        }
+    }
+
+    async fn get_input_chunk(
+        &mut self,
+        input_streams: &mut Vec<BoxedDataChunkStream>,
+        input_idx: usize,
+    ) -> Result<()> {
+        assert!(input_idx < input_streams.len());
+        let res = input_streams[input_idx].next().await;
+        let old = match res {
+            Some(chunk) => {
+                let chunk = chunk?;
+                assert_ne!(chunk.cardinality(), 0);
+                let new_chunk_size = chunk.estimated_heap_size() as i64;
+                let old = std::mem::replace(&mut self.current_chunks[input_idx], Some(chunk));
+                self.mem_context.add(new_chunk_size);
+                old
+            }
+            None => std::mem::take(&mut self.current_chunks[input_idx]),
+        };
+
+        if let Some(chunk) = old {
+            // Reduce the heap size of retired chunk
+            self.mem_context.add(-(chunk.estimated_heap_size() as i64));
+        }
+
+        Ok(())
+    }
+
+    fn push_row_into_heap(&mut self, input_idx: usize, row_idx: usize) {
+        assert!(input_idx < self.current_chunks.len());
+        let chunk_ref = self.current_chunks[input_idx].as_ref().unwrap();
+        self.min_heap.push(HeapElem::new(
+            self.column_orders.clone(),
+            chunk_ref.clone(),
+            input_idx,
+            row_idx,
+            None,
+        ));
+    }
+}
+
+impl MergeSortExecutor {
+    pub fn new(
+        inputs: Vec<BoxedExecutor>,
+        column_orders: Arc<Vec<ColumnOrder>>,
+        schema: Schema,
+        identity: String,
+        chunk_size: usize,
+        mem_context: MemoryContext,
+    ) -> Self {
+        let inputs_num = inputs.len();
+        Self {
+            inputs,
+            column_orders,
+            identity,
+            schema,
+            chunk_size,
+            min_heap: MemMonitoredHeap::with_capacity(inputs_num, mem_context.clone()),
+            current_chunks: Vec::with_capacity_in(inputs_num, mem_context.global_allocator()),
+            mem_context,
+        }
+    }
+}
diff --git a/src/batch/src/executor/merge_sort_exchange.rs b/src/batch/src/executor/merge_sort_exchange.rs
index e2779967dbcbe..3b5647729db25 100644
--- a/src/batch/src/executor/merge_sort_exchange.rs
+++ b/src/batch/src/executor/merge_sort_exchange.rs
@@ -17,18 +17,15 @@ use std::sync::Arc;
 use futures_async_stream::try_stream;
 use risingwave_common::array::DataChunk;
 use risingwave_common::catalog::{Field, Schema};
-use risingwave_common::memory::{MemMonitoredHeap, MemoryContext, MonitoredGlobalAlloc};
-use risingwave_common::types::ToOwnedDatum;
-use risingwave_common::util::sort_util::{ColumnOrder, HeapElem};
-use risingwave_common_estimate_size::EstimateSize;
+use risingwave_common::memory::MemoryContext;
+use risingwave_common::util::sort_util::ColumnOrder;
 use risingwave_pb::batch_plan::plan_node::NodeBody;
 use risingwave_pb::batch_plan::PbExchangeSource;
 
 use crate::error::{BatchError, Result};
-use crate::exchange_source::ExchangeSourceImpl;
 use crate::executor::{
     BoxedDataChunkStream, BoxedExecutor, BoxedExecutorBuilder, CreateSource, DefaultCreateSource,
-    Executor, ExecutorBuilder,
+    Executor, ExecutorBuilder, MergeSortExecutor, WrapStreamExecutor,
 };
 use crate::task::{BatchTaskContext, TaskId};
 
@@ -38,23 +35,16 @@ pub type MergeSortExchangeExecutor<C> = MergeSortExchangeExecutorImpl<DefaultCre
 /// The outputs of all the sources have been sorted in the same way.
 pub struct MergeSortExchangeExecutorImpl<CS, C> {
     context: C,
-    /// keeps one data chunk of each source if any
-    source_inputs: Vec<Option<DataChunk>, MonitoredGlobalAlloc>,
     column_orders: Arc<Vec<ColumnOrder>>,
-    min_heap: MemMonitoredHeap<HeapElem>,
     proto_sources: Vec<PbExchangeSource>,
-    sources: Vec<ExchangeSourceImpl>, // impl
     /// Mock-able `CreateSource`.
     source_creators: Vec<CS>,
     schema: Schema,
-    #[expect(dead_code)]
     task_id: TaskId,
     identity: String,
     /// The maximum size of the chunk produced by executor at a time.
     chunk_size: usize,
     mem_ctx: MemoryContext,
-    #[expect(dead_code)]
-    alloc: MonitoredGlobalAlloc,
 }
 
 impl<CS: 'static + Send + CreateSource, C: BatchTaskContext> MergeSortExchangeExecutorImpl<CS, C> {
@@ -70,69 +60,18 @@ impl<CS: 'static + Send + CreateSource, C: BatchTaskContext> MergeSortExchangeEx
         chunk_size: usize,
     ) -> Self {
         let mem_ctx = context.create_executor_mem_context(&identity);
-        let alloc = MonitoredGlobalAlloc::with_memory_context(mem_ctx.clone());
-
-        let source_inputs = {
-            let mut v = Vec::with_capacity_in(proto_sources.len(), alloc.clone());
-            (0..proto_sources.len()).for_each(|_| v.push(None));
-            v
-        };
-
-        let num_sources = proto_sources.len();
 
         Self {
             context,
-            source_inputs,
             column_orders,
-            min_heap: MemMonitoredHeap::with_capacity(num_sources, mem_ctx.clone()),
             proto_sources,
-            sources: Vec::with_capacity(num_sources),
             source_creators,
             schema,
             task_id,
             identity,
             chunk_size,
             mem_ctx,
-            alloc,
-        }
-    }
-
-    /// We assume that the source would always send `Some(chunk)` with cardinality > 0
-    /// or `None`, but never `Some(chunk)` with cardinality == 0.
-    async fn get_source_chunk(&mut self, source_idx: usize) -> Result<()> {
-        assert!(source_idx < self.source_inputs.len());
-        let res = self.sources[source_idx].take_data().await?;
-        let old = match res {
-            Some(chunk) => {
-                assert_ne!(chunk.cardinality(), 0);
-                let new_chunk_size = chunk.estimated_heap_size() as i64;
-                let old = std::mem::replace(&mut self.source_inputs[source_idx], Some(chunk));
-                self.mem_ctx.add(new_chunk_size);
-                old
-            }
-            None => std::mem::take(&mut self.source_inputs[source_idx]),
-        };
-
-        if let Some(chunk) = old {
-            // Reduce the heap size of retired chunk
-            self.mem_ctx.add(-(chunk.estimated_heap_size() as i64));
         }
-
-        Ok(())
-    }
-
-    // Check whether there is indeed a chunk and there is a visible row sitting at `row_idx`
-    // in the chunk before calling this function.
-    fn push_row_into_heap(&mut self, source_idx: usize, row_idx: usize) {
-        assert!(source_idx < self.source_inputs.len());
-        let chunk_ref = self.source_inputs[source_idx].as_ref().unwrap();
-        self.min_heap.push(HeapElem::new(
-            self.column_orders.clone(),
-            chunk_ref.clone(),
-            source_idx,
-            row_idx,
-            None,
-        ));
     }
 }
 
@@ -156,71 +95,31 @@ impl<CS: 'static + Send + CreateSource, C: BatchTaskContext> Executor
 /// `self.chunk_size` as the executor runs out of input from `sources`.
 impl<CS: 'static + Send + CreateSource, C: BatchTaskContext> MergeSortExchangeExecutorImpl<CS, C> {
     #[try_stream(boxed, ok = DataChunk, error = BatchError)]
-    async fn do_execute(mut self: Box<Self>) {
+    async fn do_execute(self: Box<Self>) {
+        let mut sources: Vec<BoxedExecutor> = vec![];
         for source_idx in 0..self.proto_sources.len() {
             let new_source = self.source_creators[source_idx]
                 .create_source(self.context.clone(), &self.proto_sources[source_idx])
                 .await?;
-            self.sources.push(new_source);
-            self.get_source_chunk(source_idx).await?;
-            if let Some(chunk) = &self.source_inputs[source_idx] {
-                // We assume that we would always get a non-empty chunk from the upstream of
-                // exchange, therefore we are sure that there is at least
-                // one visible row.
-                let next_row_idx = chunk.next_visible_row_idx(0);
-                self.push_row_into_heap(source_idx, next_row_idx.unwrap());
-            }
-        }
 
-        // If there is no rows in the heap,
-        // we run out of input data chunks and emit `Done`.
-        while !self.min_heap.is_empty() {
-            // It is possible that we cannot produce this much as
-            // we may run out of input data chunks from sources.
-            let mut want_to_produce = self.chunk_size;
+            sources.push(Box::new(WrapStreamExecutor::new(
+                self.schema.clone(),
+                new_source.take_data_stream(),
+            )));
+        }
 
-            let mut builders: Vec<_> = self
-                .schema()
-                .fields
-                .iter()
-                .map(|field| field.data_type.create_array_builder(self.chunk_size))
-                .collect();
-            let mut array_len = 0;
-            while want_to_produce > 0 && !self.min_heap.is_empty() {
-                let top_elem = self.min_heap.pop().unwrap();
-                let child_idx = top_elem.chunk_idx();
-                let cur_chunk = top_elem.chunk();
-                let row_idx = top_elem.elem_idx();
-                for (idx, builder) in builders.iter_mut().enumerate() {
-                    let chunk_arr = cur_chunk.column_at(idx);
-                    let chunk_arr = chunk_arr.as_ref();
-                    let datum = chunk_arr.value_at(row_idx).to_owned_datum();
-                    builder.append(&datum);
-                }
-                want_to_produce -= 1;
-                array_len += 1;
-                // check whether we have another row from the same chunk being popped
-                let possible_next_row_idx = cur_chunk.next_visible_row_idx(row_idx + 1);
-                match possible_next_row_idx {
-                    Some(next_row_idx) => {
-                        self.push_row_into_heap(child_idx, next_row_idx);
-                    }
-                    None => {
-                        self.get_source_chunk(child_idx).await?;
-                        if let Some(chunk) = &self.source_inputs[child_idx] {
-                            let next_row_idx = chunk.next_visible_row_idx(0);
-                            self.push_row_into_heap(child_idx, next_row_idx.unwrap());
-                        }
-                    }
-                }
-            }
+        let merge_sort_executor = Box::new(MergeSortExecutor::new(
+            sources,
+            self.column_orders.clone(),
+            self.schema,
+            format!("MergeSortExecutor{}", &self.task_id.task_id),
+            self.chunk_size,
+            self.mem_ctx,
+        ));
 
-            let columns = builders
-                .into_iter()
-                .map(|builder| builder.finish().into())
-                .collect::<Vec<_>>();
-            let chunk = DataChunk::new(columns, array_len);
-            yield chunk
+        #[for_await]
+        for chunk in merge_sort_executor.execute() {
+            yield chunk?;
         }
     }
 }
diff --git a/src/batch/src/executor/mod.rs b/src/batch/src/executor/mod.rs
index b77027327fe05..c19bc06c141b9 100644
--- a/src/batch/src/executor/mod.rs
+++ b/src/batch/src/executor/mod.rs
@@ -27,6 +27,7 @@ mod limit;
 mod log_row_seq_scan;
 mod managed;
 mod max_one_row;
+mod merge_sort;
 mod merge_sort_exchange;
 mod order_by;
 mod project;
@@ -60,6 +61,7 @@ pub use join::*;
 pub use limit::*;
 pub use managed::*;
 pub use max_one_row::*;
+pub use merge_sort::*;
 pub use merge_sort_exchange::*;
 pub use order_by::*;
 pub use project::*;
diff --git a/src/batch/src/executor/row_seq_scan.rs b/src/batch/src/executor/row_seq_scan.rs
index 988122218479f..505702ffa021b 100644
--- a/src/batch/src/executor/row_seq_scan.rs
+++ b/src/batch/src/executor/row_seq_scan.rs
@@ -31,7 +31,7 @@ use risingwave_pb::common::BatchQueryEpoch;
 use risingwave_pb::plan_common::StorageTableDesc;
 use risingwave_storage::store::PrefetchOptions;
 use risingwave_storage::table::batch_table::storage_table::StorageTable;
-use risingwave_storage::table::{collect_data_chunk, TableDistribution};
+use risingwave_storage::table::TableDistribution;
 use risingwave_storage::{dispatch_state_store, StateStore};
 
 use crate::error::{BatchError, Result};
@@ -387,7 +387,7 @@ impl<S: StateStore> RowSeqScanExecutor<S> {
         // Range Scan.
         assert!(pk_prefix.len() < table.pk_indices().len());
         let iter = table
-            .batch_iter_with_pk_bounds(
+            .batch_chunk_iter_with_pk_bounds(
                 epoch.into(),
                 &pk_prefix,
                 (
@@ -419,6 +419,7 @@ impl<S: StateStore> RowSeqScanExecutor<S> {
                     },
                 ),
                 ordered,
+                chunk_size,
                 PrefetchOptions::new(limit.is_none(), true),
             )
             .await?;
@@ -427,9 +428,7 @@ impl<S: StateStore> RowSeqScanExecutor<S> {
         loop {
             let timer = histogram.as_ref().map(|histogram| histogram.start_timer());
 
-            let chunk = collect_data_chunk(&mut iter, table.schema(), Some(chunk_size))
-                .await
-                .map_err(BatchError::from)?;
+            let chunk = iter.next().await.transpose().map_err(BatchError::from)?;
 
             if let Some(timer) = timer {
                 timer.observe_duration()
diff --git a/src/batch/src/monitor/stats.rs b/src/batch/src/monitor/stats.rs
index 644f471cc3c1e..58c8997c0b193 100644
--- a/src/batch/src/monitor/stats.rs
+++ b/src/batch/src/monitor/stats.rs
@@ -14,7 +14,8 @@
 
 use std::sync::{Arc, LazyLock};
 
-use prometheus::{IntGauge, Registry};
+use prometheus::core::{AtomicU64, GenericCounter};
+use prometheus::{register_int_counter_with_registry, IntGauge, Registry};
 use risingwave_common::metrics::{
     LabelGuardedGauge, LabelGuardedGaugeVec, LabelGuardedHistogramVec, LabelGuardedIntCounterVec,
     LabelGuardedIntGauge, LabelGuardedIntGaugeVec, TrAdderGauge,
@@ -302,3 +303,37 @@ impl BatchManagerMetrics {
         Arc::new(GLOBAL_BATCH_MANAGER_METRICS.clone())
     }
 }
+
+#[derive(Clone)]
+pub struct BatchSpillMetrics {
+    pub batch_spill_read_bytes: GenericCounter<AtomicU64>,
+    pub batch_spill_write_bytes: GenericCounter<AtomicU64>,
+}
+
+pub static GLOBAL_BATCH_SPILL_METRICS: LazyLock<BatchSpillMetrics> =
+    LazyLock::new(|| BatchSpillMetrics::new(&GLOBAL_METRICS_REGISTRY));
+
+impl BatchSpillMetrics {
+    fn new(registry: &Registry) -> Self {
+        let batch_spill_read_bytes = register_int_counter_with_registry!(
+            "batch_spill_read_bytes",
+            "Total bytes of requests read from spill files",
+            registry,
+        )
+        .unwrap();
+        let batch_spill_write_bytes = register_int_counter_with_registry!(
+            "batch_spill_write_bytes",
+            "Total bytes of requests write to spill files",
+            registry,
+        )
+        .unwrap();
+        Self {
+            batch_spill_read_bytes,
+            batch_spill_write_bytes,
+        }
+    }
+
+    pub fn for_test() -> Arc<Self> {
+        Arc::new(GLOBAL_BATCH_SPILL_METRICS.clone())
+    }
+}
diff --git a/src/batch/src/spill/spill_op.rs b/src/batch/src/spill/spill_op.rs
index d04c5ac26019a..8e9983618b71e 100644
--- a/src/batch/src/spill/spill_op.rs
+++ b/src/batch/src/spill/spill_op.rs
@@ -14,7 +14,7 @@
 
 use std::hash::BuildHasher;
 use std::ops::{Deref, DerefMut};
-use std::sync::LazyLock;
+use std::sync::{Arc, LazyLock};
 
 use anyhow::anyhow;
 use futures_async_stream::try_stream;
@@ -30,6 +30,7 @@ use tokio::sync::Mutex;
 use twox_hash::XxHash64;
 
 use crate::error::{BatchError, Result};
+use crate::monitor::BatchSpillMetrics;
 
 const RW_BATCH_SPILL_DIR_ENV: &str = "RW_BATCH_SPILL_DIR";
 pub const DEFAULT_SPILL_PARTITION_NUM: usize = 20;
@@ -105,7 +106,7 @@ impl SpillOp {
     /// [proto_bytes]
     /// ```
     #[try_stream(boxed, ok = DataChunk, error = BatchError)]
-    pub async fn read_stream(mut reader: opendal::Reader) {
+    pub async fn read_stream(mut reader: opendal::Reader, spill_metrics: Arc<BatchSpillMetrics>) {
         let mut buf = [0u8; 4];
         loop {
             if let Err(err) = reader.read_exact(&mut buf).await {
@@ -116,6 +117,7 @@ impl SpillOp {
                 }
             }
             let len = u32::from_le_bytes(buf) as usize;
+            spill_metrics.batch_spill_read_bytes.inc_by(len as u64 + 4);
             let mut buf = vec![0u8; len];
             reader.read_exact(&mut buf).await.map_err(|e| anyhow!(e))?;
             let chunk_pb: PbDataChunk = Message::decode(buf.as_slice()).map_err(|e| anyhow!(e))?;
diff --git a/src/batch/src/task/context.rs b/src/batch/src/task/context.rs
index f633439675eb1..9fd998875d00e 100644
--- a/src/batch/src/task/context.rs
+++ b/src/batch/src/task/context.rs
@@ -26,7 +26,9 @@ use risingwave_storage::StateStoreImpl;
 
 use super::TaskId;
 use crate::error::Result;
-use crate::monitor::{BatchMetricsWithTaskLabels, BatchMetricsWithTaskLabelsInner};
+use crate::monitor::{
+    BatchMetricsWithTaskLabels, BatchMetricsWithTaskLabelsInner, BatchSpillMetrics,
+};
 use crate::task::{BatchEnvironment, TaskOutput, TaskOutputId};
 use crate::worker_manager::worker_node_manager::WorkerNodeManagerRef;
 
@@ -53,6 +55,8 @@ pub trait BatchTaskContext: Clone + Send + Sync + 'static {
     /// None indicates that not collect task metrics.
     fn batch_metrics(&self) -> Option<BatchMetricsWithTaskLabels>;
 
+    fn spill_metrics(&self) -> Arc<BatchSpillMetrics>;
+
     /// Get compute client pool. This is used in grpc exchange to avoid creating new compute client
     /// for each grpc call.
     fn client_pool(&self) -> ComputeClientPoolRef;
@@ -104,6 +108,10 @@ impl BatchTaskContext for ComputeNodeContext {
         self.batch_metrics.clone()
     }
 
+    fn spill_metrics(&self) -> Arc<BatchSpillMetrics> {
+        self.env.spill_metrics()
+    }
+
     fn client_pool(&self) -> ComputeClientPoolRef {
         self.env.client_pool()
     }
diff --git a/src/batch/src/task/env.rs b/src/batch/src/task/env.rs
index 3e91551a6db4a..ecb7a3a8d3ebb 100644
--- a/src/batch/src/task/env.rs
+++ b/src/batch/src/task/env.rs
@@ -22,7 +22,9 @@ use risingwave_dml::dml_manager::DmlManagerRef;
 use risingwave_rpc_client::ComputeClientPoolRef;
 use risingwave_storage::StateStoreImpl;
 
-use crate::monitor::{BatchExecutorMetrics, BatchManagerMetrics, BatchTaskMetrics};
+use crate::monitor::{
+    BatchExecutorMetrics, BatchManagerMetrics, BatchSpillMetrics, BatchTaskMetrics,
+};
 use crate::task::BatchManager;
 
 /// The global environment for task execution.
@@ -59,6 +61,9 @@ pub struct BatchEnvironment {
     /// Metrics for source.
     source_metrics: Arc<SourceMetrics>,
 
+    /// Batch spill metrics
+    spill_metrics: Arc<BatchSpillMetrics>,
+
     metric_level: MetricLevel,
 }
 
@@ -75,6 +80,7 @@ impl BatchEnvironment {
         client_pool: ComputeClientPoolRef,
         dml_manager: DmlManagerRef,
         source_metrics: Arc<SourceMetrics>,
+        spill_metrics: Arc<BatchSpillMetrics>,
         metric_level: MetricLevel,
     ) -> Self {
         BatchEnvironment {
@@ -88,6 +94,7 @@ impl BatchEnvironment {
             client_pool,
             dml_manager,
             source_metrics,
+            spill_metrics,
             metric_level,
         }
     }
@@ -116,6 +123,7 @@ impl BatchEnvironment {
             dml_manager: Arc::new(DmlManager::for_test()),
             source_metrics: Arc::new(SourceMetrics::default()),
             executor_metrics: Arc::new(BatchExecutorMetrics::for_test()),
+            spill_metrics: BatchSpillMetrics::for_test(),
             metric_level: MetricLevel::Debug,
         }
     }
@@ -164,6 +172,10 @@ impl BatchEnvironment {
         self.source_metrics.clone()
     }
 
+    pub fn spill_metrics(&self) -> Arc<BatchSpillMetrics> {
+        self.spill_metrics.clone()
+    }
+
     pub fn metric_level(&self) -> MetricLevel {
         self.metric_level
     }
diff --git a/src/common/src/array/arrow/arrow_impl.rs b/src/common/src/array/arrow/arrow_impl.rs
index 773efdd088e3d..10ea6b6e6ec4d 100644
--- a/src/common/src/array/arrow/arrow_impl.rs
+++ b/src/common/src/array/arrow/arrow_impl.rs
@@ -43,7 +43,7 @@
 use std::fmt::Write;
 
 use arrow_buffer::OffsetBuffer;
-use chrono::{NaiveDateTime, NaiveTime};
+use chrono::{DateTime, NaiveDateTime, NaiveTime};
 use itertools::Itertools;
 
 // This is important because we want to use the arrow version specified by the outer mod.
@@ -848,11 +848,9 @@ impl FromIntoArrow for Timestamp {
 
     fn from_arrow(value: Self::ArrowType) -> Self {
         Timestamp(
-            NaiveDateTime::from_timestamp_opt(
-                (value / 1_000_000) as _,
-                (value % 1_000_000 * 1000) as _,
-            )
-            .unwrap(),
+            DateTime::from_timestamp((value / 1_000_000) as _, (value % 1_000_000 * 1000) as _)
+                .unwrap()
+                .naive_utc(),
         )
     }
 
diff --git a/src/common/src/config.rs b/src/common/src/config.rs
index 91ae6d3b3aa3d..cb6bf1a0e6377 100644
--- a/src/common/src/config.rs
+++ b/src/common/src/config.rs
@@ -1033,8 +1033,12 @@ for_all_params!(define_system_config);
 /// The subsections `[storage.object_store]`.
 #[derive(Clone, Debug, Serialize, Deserialize, DefaultFromSerde)]
 pub struct ObjectStoreConfig {
-    #[serde(default = "default::object_store_config::object_store_set_atomic_write_dir")]
-    pub object_store_set_atomic_write_dir: bool,
+    // alias is for backward compatibility
+    #[serde(
+        default = "default::object_store_config::set_atomic_write_dir",
+        alias = "object_store_set_atomic_write_dir"
+    )]
+    pub set_atomic_write_dir: bool,
 
     /// Retry and timeout configuration
     /// Description retry strategy driven by exponential back-off
@@ -1045,29 +1049,48 @@ pub struct ObjectStoreConfig {
     /// Some special configuration of S3 Backend
     #[serde(default)]
     pub s3: S3ObjectStoreConfig,
+
+    // TODO: the following field will be deprecated after opendal is stablized
+    #[serde(default = "default::object_store_config::opendal_upload_concurrency")]
+    pub opendal_upload_concurrency: usize,
+
+    // TODO: the following field will be deprecated after opendal is stablized
+    #[serde(default)]
+    pub opendal_writer_abort_on_err: bool,
 }
 
 impl ObjectStoreConfig {
     pub fn set_atomic_write_dir(&mut self) {
-        self.object_store_set_atomic_write_dir = true;
+        self.set_atomic_write_dir = true;
     }
 }
 
 /// The subsections `[storage.object_store.s3]`.
 #[derive(Clone, Debug, Serialize, Deserialize, DefaultFromSerde)]
 pub struct S3ObjectStoreConfig {
-    #[serde(default = "default::object_store_config::s3::object_store_keepalive_ms")]
-    pub object_store_keepalive_ms: Option<u64>,
-    #[serde(default = "default::object_store_config::s3::object_store_recv_buffer_size")]
-    pub object_store_recv_buffer_size: Option<usize>,
-    #[serde(default = "default::object_store_config::s3::object_store_send_buffer_size")]
-    pub object_store_send_buffer_size: Option<usize>,
-    #[serde(default = "default::object_store_config::s3::object_store_nodelay")]
-    pub object_store_nodelay: Option<bool>,
-    /// For backwards compatibility, users should use `S3ObjectStoreDeveloperConfig` instead.
+    // alias is for backward compatibility
     #[serde(
-        default = "default::object_store_config::s3::developer::object_store_retry_unknown_service_error"
+        default = "default::object_store_config::s3::keepalive_ms",
+        alias = "object_store_keepalive_ms"
     )]
+    pub keepalive_ms: Option<u64>,
+    #[serde(
+        default = "default::object_store_config::s3::recv_buffer_size",
+        alias = "object_store_recv_buffer_size"
+    )]
+    pub recv_buffer_size: Option<usize>,
+    #[serde(
+        default = "default::object_store_config::s3::send_buffer_size",
+        alias = "object_store_send_buffer_size"
+    )]
+    pub send_buffer_size: Option<usize>,
+    #[serde(
+        default = "default::object_store_config::s3::nodelay",
+        alias = "object_store_nodelay"
+    )]
+    pub nodelay: Option<bool>,
+    /// For backwards compatibility, users should use `S3ObjectStoreDeveloperConfig` instead.
+    #[serde(default = "default::object_store_config::s3::developer::retry_unknown_service_error")]
     pub retry_unknown_service_error: bool,
     #[serde(default = "default::object_store_config::s3::identity_resolution_timeout_s")]
     pub identity_resolution_timeout_s: u64,
@@ -1080,16 +1103,19 @@ pub struct S3ObjectStoreConfig {
 pub struct S3ObjectStoreDeveloperConfig {
     /// Whether to retry s3 sdk error from which no error metadata is provided.
     #[serde(
-        default = "default::object_store_config::s3::developer::object_store_retry_unknown_service_error"
+        default = "default::object_store_config::s3::developer::retry_unknown_service_error",
+        alias = "object_store_retry_unknown_service_error"
     )]
-    pub object_store_retry_unknown_service_error: bool,
+    pub retry_unknown_service_error: bool,
     /// An array of error codes that should be retried.
     /// e.g. `["SlowDown", "TooManyRequests"]`
     #[serde(
-        default = "default::object_store_config::s3::developer::object_store_retryable_service_error_codes"
+        default = "default::object_store_config::s3::developer::retryable_service_error_codes",
+        alias = "object_store_retryable_service_error_codes"
     )]
-    pub object_store_retryable_service_error_codes: Vec<String>,
+    pub retryable_service_error_codes: Vec<String>,
 
+    // TODO: the following field will be deprecated after opendal is stablized
     #[serde(default = "default::object_store_config::s3::developer::use_opendal")]
     pub use_opendal: bool,
 }
@@ -1912,7 +1938,7 @@ pub mod default {
         const DEFAULT_REQ_BACKOFF_MAX_DELAY_MS: u64 = 10 * 1000; // 10s
         const DEFAULT_REQ_MAX_RETRY_ATTEMPTS: usize = 3;
 
-        pub fn object_store_set_atomic_write_dir() -> bool {
+        pub fn set_atomic_write_dir() -> bool {
             false
         }
 
@@ -1995,24 +2021,28 @@ pub mod default {
             DEFAULT_REQ_MAX_RETRY_ATTEMPTS
         }
 
+        pub fn opendal_upload_concurrency() -> usize {
+            8
+        }
+
         pub mod s3 {
             const DEFAULT_IDENTITY_RESOLUTION_TIMEOUT_S: u64 = 5;
 
             const DEFAULT_KEEPALIVE_MS: u64 = 600 * 1000; // 10min
 
-            pub fn object_store_keepalive_ms() -> Option<u64> {
+            pub fn keepalive_ms() -> Option<u64> {
                 Some(DEFAULT_KEEPALIVE_MS) // 10min
             }
 
-            pub fn object_store_recv_buffer_size() -> Option<usize> {
+            pub fn recv_buffer_size() -> Option<usize> {
                 Some(1 << 21) // 2m
             }
 
-            pub fn object_store_send_buffer_size() -> Option<usize> {
+            pub fn send_buffer_size() -> Option<usize> {
                 None
             }
 
-            pub fn object_store_nodelay() -> Option<bool> {
+            pub fn nodelay() -> Option<bool> {
                 Some(true)
             }
 
@@ -2025,11 +2055,11 @@ pub mod default {
 
                 const RW_USE_OPENDAL_FOR_S3: &str = "RW_USE_OPENDAL_FOR_S3";
 
-                pub fn object_store_retry_unknown_service_error() -> bool {
+                pub fn retry_unknown_service_error() -> bool {
                     false
                 }
 
-                pub fn object_store_retryable_service_error_codes() -> Vec<String> {
+                pub fn retryable_service_error_codes() -> Vec<String> {
                     vec!["SlowDown".into(), "TooManyRequests".into()]
                 }
 
@@ -2344,4 +2374,99 @@ mod tests {
             }
         }
     }
+
+    #[test]
+    fn test_object_store_configs_backward_compatibility() {
+        // Define configs with the old name and make sure it still works
+        {
+            let config: RwConfig = toml::from_str(
+                r#"
+            [storage.object_store]
+            object_store_set_atomic_write_dir = true
+
+            [storage.object_store.s3]
+            object_store_keepalive_ms = 1
+            object_store_send_buffer_size = 1
+            object_store_recv_buffer_size = 1
+            object_store_nodelay = false
+
+            [storage.object_store.s3.developer]
+            object_store_retry_unknown_service_error = true
+            object_store_retryable_service_error_codes = ['dummy']
+
+
+            "#,
+            )
+            .unwrap();
+
+            assert!(config.storage.object_store.set_atomic_write_dir);
+            assert_eq!(config.storage.object_store.s3.keepalive_ms, Some(1));
+            assert_eq!(config.storage.object_store.s3.send_buffer_size, Some(1));
+            assert_eq!(config.storage.object_store.s3.recv_buffer_size, Some(1));
+            assert_eq!(config.storage.object_store.s3.nodelay, Some(false));
+            assert!(
+                config
+                    .storage
+                    .object_store
+                    .s3
+                    .developer
+                    .retry_unknown_service_error
+            );
+            assert_eq!(
+                config
+                    .storage
+                    .object_store
+                    .s3
+                    .developer
+                    .retryable_service_error_codes,
+                vec!["dummy".to_string()]
+            );
+        }
+
+        // Define configs with the new name and make sure it works
+        {
+            let config: RwConfig = toml::from_str(
+                r#"
+            [storage.object_store]
+            set_atomic_write_dir = true
+
+            [storage.object_store.s3]
+            keepalive_ms = 1
+            send_buffer_size = 1
+            recv_buffer_size = 1
+            nodelay = false
+
+            [storage.object_store.s3.developer]
+            retry_unknown_service_error = true
+            retryable_service_error_codes = ['dummy']
+
+
+            "#,
+            )
+            .unwrap();
+
+            assert!(config.storage.object_store.set_atomic_write_dir);
+            assert_eq!(config.storage.object_store.s3.keepalive_ms, Some(1));
+            assert_eq!(config.storage.object_store.s3.send_buffer_size, Some(1));
+            assert_eq!(config.storage.object_store.s3.recv_buffer_size, Some(1));
+            assert_eq!(config.storage.object_store.s3.nodelay, Some(false));
+            assert!(
+                config
+                    .storage
+                    .object_store
+                    .s3
+                    .developer
+                    .retry_unknown_service_error
+            );
+            assert_eq!(
+                config
+                    .storage
+                    .object_store
+                    .s3
+                    .developer
+                    .retryable_service_error_codes,
+                vec!["dummy".to_string()]
+            );
+        }
+    }
 }
diff --git a/src/common/src/hash/key.rs b/src/common/src/hash/key.rs
index c7e57173a3e74..e9f7e83ac9146 100644
--- a/src/common/src/hash/key.rs
+++ b/src/common/src/hash/key.rs
@@ -567,8 +567,8 @@ impl HashKeyDe for Date {
 
 impl HashKeySer<'_> for Timestamp {
     fn serialize_into(self, mut buf: impl BufMut) {
-        buf.put_i64_ne(self.0.timestamp());
-        buf.put_u32_ne(self.0.timestamp_subsec_nanos());
+        buf.put_i64_ne(self.0.and_utc().timestamp());
+        buf.put_u32_ne(self.0.and_utc().timestamp_subsec_nanos());
     }
 
     fn exact_size() -> Option<usize> {
diff --git a/src/common/src/system_param/mod.rs b/src/common/src/system_param/mod.rs
index f71324cb4e55d..c8382d35fee81 100644
--- a/src/common/src/system_param/mod.rs
+++ b/src/common/src/system_param/mod.rs
@@ -87,6 +87,7 @@ macro_rules! for_all_params {
             { max_concurrent_creating_streaming_jobs,   u32,    Some(1_u32),                                true,   "Max number of concurrent creating streaming jobs.", },
             { pause_on_next_bootstrap,                  bool,   Some(false),                                true,   "Whether to pause all data sources on next bootstrap.", },
             { enable_tracing,                           bool,   Some(false),                                true,   "Whether to enable distributed tracing.", },
+            { use_new_object_prefix_strategy,           bool,   None,                                       false,   "Whether to split object prefix.", },
         }
     };
 }
@@ -376,6 +377,7 @@ macro_rules! impl_system_params_for_test {
             ret.state_store = Some("hummock+memory".to_string());
             ret.backup_storage_url = Some("memory".into());
             ret.backup_storage_directory = Some("backup".into());
+            ret.use_new_object_prefix_strategy = Some(false);
             ret
         }
     };
@@ -441,6 +443,7 @@ mod tests {
             (MAX_CONCURRENT_CREATING_STREAMING_JOBS_KEY, "1"),
             (PAUSE_ON_NEXT_BOOTSTRAP_KEY, "false"),
             (ENABLE_TRACING_KEY, "true"),
+            (USE_NEW_OBJECT_PREFIX_STRATEGY_KEY, "false"),
             ("a_deprecated_param", "foo"),
         ];
 
diff --git a/src/common/src/system_param/reader.rs b/src/common/src/system_param/reader.rs
index 3374e72120238..9a2c6e49534af 100644
--- a/src/common/src/system_param/reader.rs
+++ b/src/common/src/system_param/reader.rs
@@ -137,6 +137,14 @@ where
         self.inner().data_directory.as_ref().unwrap()
     }
 
+    fn use_new_object_prefix_strategy(&self) -> bool {
+        *self
+            .inner()
+            .use_new_object_prefix_strategy
+            .as_ref()
+            .unwrap()
+    }
+
     fn backup_storage_url(&self) -> &str {
         self.inner().backup_storage_url.as_ref().unwrap()
     }
diff --git a/src/common/src/types/datetime.rs b/src/common/src/types/datetime.rs
index 7058d36ec6fd5..bac96b6c1dea5 100644
--- a/src/common/src/types/datetime.rs
+++ b/src/common/src/types/datetime.rs
@@ -21,7 +21,9 @@ use std::io::Write;
 use std::str::FromStr;
 
 use bytes::{Bytes, BytesMut};
-use chrono::{Datelike, Days, Duration, NaiveDate, NaiveDateTime, NaiveTime, Timelike, Weekday};
+use chrono::{
+    DateTime, Datelike, Days, Duration, NaiveDate, NaiveDateTime, NaiveTime, Timelike, Weekday,
+};
 use postgres_types::{accepts, to_sql_checked, FromSql, IsNull, ToSql, Type};
 use risingwave_common_estimate_size::ZeroHeapSize;
 use thiserror::Error;
@@ -570,7 +572,8 @@ impl Time {
 impl Timestamp {
     pub fn with_secs_nsecs(secs: i64, nsecs: u32) -> Result<Self> {
         Ok(Timestamp::new({
-            NaiveDateTime::from_timestamp_opt(secs, nsecs)
+            DateTime::from_timestamp(secs, nsecs)
+                .map(|t| t.naive_utc())
                 .ok_or_else(|| InvalidParamsError::datetime(secs, nsecs))?
         }))
     }
@@ -578,12 +581,12 @@ impl Timestamp {
     /// Although `Timestamp` takes 12 bytes, we drop 4 bytes in protobuf encoding.
     pub fn to_protobuf<T: Write>(self, output: &mut T) -> ArrayResult<usize> {
         output
-            .write(&(self.0.timestamp_micros()).to_be_bytes())
+            .write(&(self.0.and_utc().timestamp_micros()).to_be_bytes())
             .map_err(Into::into)
     }
 
     pub fn get_timestamp_nanos(&self) -> i64 {
-        self.0.timestamp_nanos_opt().unwrap()
+        self.0.and_utc().timestamp_nanos_opt().unwrap()
     }
 
     pub fn with_millis(timestamp_millis: i64) -> Result<Self> {
@@ -599,7 +602,7 @@ impl Timestamp {
     }
 
     pub fn from_timestamp_uncheck(secs: i64, nsecs: u32) -> Self {
-        Self::new(NaiveDateTime::from_timestamp_opt(secs, nsecs).unwrap())
+        Self::new(DateTime::from_timestamp(secs, nsecs).unwrap().naive_utc())
     }
 
     /// Truncate the timestamp to the precision of microseconds.
@@ -879,10 +882,10 @@ mod tests {
             Timestamp::from_str("2022-08-03 10:34:02").unwrap()
         );
         let ts = Timestamp::from_str("0001-11-15 07:35:40.999999").unwrap();
-        assert_eq!(ts.0.timestamp_micros(), -62108094259000001);
+        assert_eq!(ts.0.and_utc().timestamp_micros(), -62108094259000001);
 
         let ts = Timestamp::from_str("1969-12-31 23:59:59.999999").unwrap();
-        assert_eq!(ts.0.timestamp_micros(), -1);
+        assert_eq!(ts.0.and_utc().timestamp_micros(), -1);
 
         // invalid datetime
         Date::from_str("1999-01-08AA").unwrap_err();
diff --git a/src/common/src/types/mod.rs b/src/common/src/types/mod.rs
index d793561f5957c..69e727cbde655 100644
--- a/src/common/src/types/mod.rs
+++ b/src/common/src/types/mod.rs
@@ -1001,8 +1001,8 @@ impl ScalarRefImpl<'_> {
             Self::Interval(v) => v.serialize(ser)?,
             Self::Date(v) => v.0.num_days_from_ce().serialize(ser)?,
             Self::Timestamp(v) => {
-                v.0.timestamp().serialize(&mut *ser)?;
-                v.0.timestamp_subsec_nanos().serialize(ser)?;
+                v.0.and_utc().timestamp().serialize(&mut *ser)?;
+                v.0.and_utc().timestamp_subsec_nanos().serialize(ser)?;
             }
             Self::Timestamptz(v) => v.serialize(ser)?,
             Self::Time(v) => {
diff --git a/src/common/src/util/prost.rs b/src/common/src/util/prost.rs
index d5d8501b8b819..8145a37a8a202 100644
--- a/src/common/src/util/prost.rs
+++ b/src/common/src/util/prost.rs
@@ -77,6 +77,15 @@ impl<'a> Display for StackTraceResponseOutput<'a> {
             writeln!(s, ">> Worker {worker_id}")?;
             writeln!(s, "{state}\n")?;
         }
+
+        if !self.jvm_stack_traces.is_empty() {
+            writeln!(s, "\n\n--- JVM Stack Traces ---")?;
+            for (worker_id, state) in &self.jvm_stack_traces {
+                writeln!(s, ">> Worker {worker_id}")?;
+                writeln!(s, "{state}\n")?;
+            }
+        }
+
         Ok(())
     }
 }
@@ -102,6 +111,19 @@ impl StackTraceResponse {
                 }
             }
         }
+        for (worker_id, worker_state) in b.jvm_stack_traces {
+            match self.jvm_stack_traces.entry(worker_id) {
+                Entry::Occupied(_entry) => {
+                    warn!(
+                        worker_id,
+                        worker_state, "duplicate jvm stack trace. skipped"
+                    );
+                }
+                Entry::Vacant(entry) => {
+                    entry.insert(worker_state);
+                }
+            }
+        }
     }
 
     pub fn output(&self) -> StackTraceResponseOutput<'_> {
diff --git a/src/common/src/util/value_encoding/mod.rs b/src/common/src/util/value_encoding/mod.rs
index aa80c15617048..a3da88911ad9a 100644
--- a/src/common/src/util/value_encoding/mod.rs
+++ b/src/common/src/util/value_encoding/mod.rs
@@ -214,9 +214,11 @@ fn serialize_scalar(value: ScalarRefImpl<'_>, buf: &mut impl BufMut) {
         ScalarRefImpl::Decimal(v) => serialize_decimal(&v, buf),
         ScalarRefImpl::Interval(v) => serialize_interval(&v, buf),
         ScalarRefImpl::Date(v) => serialize_date(v.0.num_days_from_ce(), buf),
-        ScalarRefImpl::Timestamp(v) => {
-            serialize_timestamp(v.0.timestamp(), v.0.timestamp_subsec_nanos(), buf)
-        }
+        ScalarRefImpl::Timestamp(v) => serialize_timestamp(
+            v.0.and_utc().timestamp(),
+            v.0.and_utc().timestamp_subsec_nanos(),
+            buf,
+        ),
         ScalarRefImpl::Timestamptz(v) => buf.put_i64_le(v.timestamp_micros()),
         ScalarRefImpl::Time(v) => {
             serialize_time(v.0.num_seconds_from_midnight(), v.0.nanosecond(), buf)
diff --git a/src/compute/src/rpc/service/monitor_service.rs b/src/compute/src/rpc/service/monitor_service.rs
index 6723528fcd1b8..e1c6247296b00 100644
--- a/src/compute/src/rpc/service/monitor_service.rs
+++ b/src/compute/src/rpc/service/monitor_service.rs
@@ -22,6 +22,7 @@ use itertools::Itertools;
 use prometheus::core::Collector;
 use risingwave_common::config::{MetricLevel, ServerConfig};
 use risingwave_common_heap_profiling::{AUTO_DUMP_SUFFIX, COLLAPSED_SUFFIX, MANUALLY_DUMP_SUFFIX};
+use risingwave_jni_core::jvm_runtime::dump_jvm_stack_traces;
 use risingwave_pb::monitor_service::monitor_service_server::MonitorService;
 use risingwave_pb::monitor_service::{
     AnalyzeHeapRequest, AnalyzeHeapResponse, BackPressureInfo, GetBackPressureRequest,
@@ -102,6 +103,12 @@ impl MonitorService for MonitorServiceImpl {
 
         let barrier_worker_state = self.stream_mgr.inspect_barrier_state().await?;
 
+        let jvm_stack_traces = match dump_jvm_stack_traces() {
+            Ok(None) => None,
+            Err(err) => Some(err.as_report().to_string()),
+            Ok(Some(stack_traces)) => Some(stack_traces),
+        };
+
         Ok(Response::new(StackTraceResponse {
             actor_traces,
             rpc_traces,
@@ -111,6 +118,12 @@ impl MonitorService for MonitorServiceImpl {
                 self.stream_mgr.env.worker_id(),
                 barrier_worker_state,
             )]),
+            jvm_stack_traces: match jvm_stack_traces {
+                Some(stack_traces) => {
+                    BTreeMap::from_iter([(self.stream_mgr.env.worker_id(), stack_traces)])
+                }
+                None => BTreeMap::new(),
+            },
         }))
     }
 
diff --git a/src/compute/src/server.rs b/src/compute/src/server.rs
index 21ec9de730228..a28631a29bea6 100644
--- a/src/compute/src/server.rs
+++ b/src/compute/src/server.rs
@@ -17,7 +17,8 @@ use std::sync::Arc;
 use std::time::Duration;
 
 use risingwave_batch::monitor::{
-    GLOBAL_BATCH_EXECUTOR_METRICS, GLOBAL_BATCH_MANAGER_METRICS, GLOBAL_BATCH_TASK_METRICS,
+    GLOBAL_BATCH_EXECUTOR_METRICS, GLOBAL_BATCH_MANAGER_METRICS, GLOBAL_BATCH_SPILL_METRICS,
+    GLOBAL_BATCH_TASK_METRICS,
 };
 use risingwave_batch::rpc::service::task_service::BatchServiceImpl;
 use risingwave_batch::spill::spill_op::SpillOp;
@@ -90,7 +91,6 @@ pub async fn compute_node_serve(
 ) -> (Vec<JoinHandle<()>>, Sender<()>) {
     // Load the configuration.
     let config = load_config(&opts.config_path, &opts);
-
     info!("Starting compute node",);
     info!("> config: {:?}", config);
     info!(
@@ -177,6 +177,7 @@ pub async fn compute_node_serve(
     let batch_executor_metrics = Arc::new(GLOBAL_BATCH_EXECUTOR_METRICS.clone());
     let batch_manager_metrics = Arc::new(GLOBAL_BATCH_MANAGER_METRICS.clone());
     let exchange_srv_metrics = Arc::new(GLOBAL_EXCHANGE_SERVICE_METRICS.clone());
+    let batch_spill_metrics = Arc::new(GLOBAL_BATCH_SPILL_METRICS.clone());
 
     // Initialize state store.
     let state_store_metrics = Arc::new(global_hummock_state_store_metrics(
@@ -209,6 +210,7 @@ pub async fn compute_node_serve(
         storage_metrics.clone(),
         compactor_metrics.clone(),
         await_tree_config.clone(),
+        system_params.use_new_object_prefix_strategy(),
     )
     .await
     .unwrap();
@@ -348,6 +350,7 @@ pub async fn compute_node_serve(
         client_pool,
         dml_mgr.clone(),
         source_metrics.clone(),
+        batch_spill_metrics.clone(),
         config.server.metrics_level,
     );
 
diff --git a/src/config/docs.md b/src/config/docs.md
index 8160e8381286e..a52ce9202a3b3 100644
--- a/src/config/docs.md
+++ b/src/config/docs.md
@@ -168,3 +168,4 @@ This page is automatically generated by `./risedev generate-example-config`
 | pause_on_next_bootstrap | Whether to pause all data sources on next bootstrap. | false |
 | sstable_size_mb | Target size of the Sstable. | 256 |
 | state_store | URL for the state store |  |
+| use_new_object_prefix_strategy | Whether to split object prefix. |  |
diff --git a/src/config/example.toml b/src/config/example.toml
index f6c9ea392fcc8..a708fed3b84bf 100644
--- a/src/config/example.toml
+++ b/src/config/example.toml
@@ -191,7 +191,9 @@ recent_filter_layers = 6
 recent_filter_rotate_interval_ms = 10000
 
 [storage.object_store]
-object_store_set_atomic_write_dir = false
+set_atomic_write_dir = false
+opendal_upload_concurrency = 8
+opendal_writer_abort_on_err = false
 
 [storage.object_store.retry]
 req_backoff_interval_ms = 1000
@@ -215,15 +217,15 @@ list_attempt_timeout_ms = 600000
 list_retry_attempts = 3
 
 [storage.object_store.s3]
-object_store_keepalive_ms = 600000
-object_store_recv_buffer_size = 2097152
-object_store_nodelay = true
+keepalive_ms = 600000
+recv_buffer_size = 2097152
+nodelay = true
 retry_unknown_service_error = false
 identity_resolution_timeout_s = 5
 
 [storage.object_store.s3.developer]
-object_store_retry_unknown_service_error = false
-object_store_retryable_service_error_codes = ["SlowDown", "TooManyRequests"]
+retry_unknown_service_error = false
+retryable_service_error_codes = ["SlowDown", "TooManyRequests"]
 use_opendal = false
 
 [system]
diff --git a/src/connector/Cargo.toml b/src/connector/Cargo.toml
index 7cb6f23e5ec7e..8d4d51e6e4233 100644
--- a/src/connector/Cargo.toml
+++ b/src/connector/Cargo.toml
@@ -15,7 +15,7 @@ normal = ["workspace-hack"]
 
 [dependencies]
 anyhow = "1"
-apache-avro = { git = "https://github.com/risingwavelabs/avro", rev = "5349b0c7b35940d117397edbd314ca9087cdb892", features = [
+apache-avro = { git = "https://github.com/risingwavelabs/avro", rev = "25113ba88234a9ae23296e981d8302c290fdaa4b", features = [
     "snappy",
     "zstandard",
     "bzip",
diff --git a/src/connector/codec/Cargo.toml b/src/connector/codec/Cargo.toml
index ef12b325d446d..172aacb1c53f3 100644
--- a/src/connector/codec/Cargo.toml
+++ b/src/connector/codec/Cargo.toml
@@ -16,7 +16,7 @@ normal = ["workspace-hack"]
 
 [dependencies]
 anyhow = "1"
-apache-avro = { git = "https://github.com/risingwavelabs/avro", rev = "5349b0c7b35940d117397edbd314ca9087cdb892", features = [
+apache-avro = { git = "https://github.com/risingwavelabs/avro", rev = "25113ba88234a9ae23296e981d8302c290fdaa4b", features = [
     "snappy",
     "zstandard",
     "bzip",
diff --git a/src/connector/src/lib.rs b/src/connector/src/lib.rs
index b701a0b8be431..8c0ade401cb47 100644
--- a/src/connector/src/lib.rs
+++ b/src/connector/src/lib.rs
@@ -34,6 +34,7 @@
 #![feature(negative_impls)]
 #![feature(register_tool)]
 #![feature(assert_matches)]
+#![feature(never_type)]
 #![register_tool(rw)]
 #![recursion_limit = "256"]
 
diff --git a/src/connector/src/parser/avro/parser.rs b/src/connector/src/parser/avro/parser.rs
index 4b73c6ac7c80f..6d69460ee1198 100644
--- a/src/connector/src/parser/avro/parser.rs
+++ b/src/connector/src/parser/avro/parser.rs
@@ -373,12 +373,14 @@ mod test {
             }
             Schema::TimestampMillis => {
                 let datetime = Date::from_ymd_uncheck(1970, 1, 1).and_hms_uncheck(0, 0, 0);
-                let timestamp_mills = Value::TimestampMillis(datetime.0.timestamp() * 1_000);
+                let timestamp_mills =
+                    Value::TimestampMillis(datetime.0.and_utc().timestamp() * 1_000);
                 Some(timestamp_mills)
             }
             Schema::TimestampMicros => {
                 let datetime = Date::from_ymd_uncheck(1970, 1, 1).and_hms_uncheck(0, 0, 0);
-                let timestamp_micros = Value::TimestampMicros(datetime.0.timestamp() * 1_000_000);
+                let timestamp_micros =
+                    Value::TimestampMicros(datetime.0.and_utc().timestamp() * 1_000_000);
                 Some(timestamp_micros)
             }
             Schema::Duration => {
diff --git a/src/connector/src/parser/mysql.rs b/src/connector/src/parser/mysql.rs
index cfc7f1fe76e61..d1df27263e808 100644
--- a/src/connector/src/parser/mysql.rs
+++ b/src/connector/src/parser/mysql.rs
@@ -98,7 +98,9 @@ pub fn mysql_row_to_owned_row(mysql_row: &mut MysqlRow, schema: &Schema) -> Owne
                         .unwrap_or(Ok(None));
                     match res {
                         Ok(val) => val.map(|v| {
-                            ScalarImpl::from(Timestamptz::from_micros(v.timestamp_micros()))
+                            ScalarImpl::from(Timestamptz::from_micros(
+                                v.and_utc().timestamp_micros(),
+                            ))
                         }),
                         Err(err) => {
                             log_error!(name, err, "parse column failed");
diff --git a/src/connector/src/parser/unified/json.rs b/src/connector/src/parser/unified/json.rs
index 09704d9192a41..e4a229bb61b98 100644
--- a/src/connector/src/parser/unified/json.rs
+++ b/src/connector/src/parser/unified/json.rs
@@ -496,7 +496,9 @@ impl JsonParseOptions {
                     .as_str()
                     .unwrap()
                     .parse::<Timestamp>()
-                    .map(|naive_utc| Timestamptz::from_micros(naive_utc.0.timestamp_micros()))
+                    .map(|naive_utc| {
+                        Timestamptz::from_micros(naive_utc.0.and_utc().timestamp_micros())
+                    })
                     .map_err(|_| create_error())?
                     .into(),
                 // Unless explicitly requested `utc_without_utc`, we parse string with `YYYY-MM-DDTHH:MM:SSZ`.
diff --git a/src/connector/src/sink/big_query.rs b/src/connector/src/sink/big_query.rs
index b2376246a52f7..c89e200093473 100644
--- a/src/connector/src/sink/big_query.rs
+++ b/src/connector/src/sink/big_query.rs
@@ -12,7 +12,6 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use core::mem;
 use core::time::Duration;
 use std::collections::{BTreeMap, HashMap};
 use std::sync::Arc;
@@ -81,12 +80,19 @@ pub struct BigQueryCommon {
     #[serde(rename = "bigquery.max_batch_rows", default = "default_max_batch_rows")]
     #[serde_as(as = "DisplayFromStr")]
     pub max_batch_rows: usize,
+    #[serde(rename = "bigquery.retry_times", default = "default_retry_times")]
+    #[serde_as(as = "DisplayFromStr")]
+    pub retry_times: usize,
 }
 
 fn default_max_batch_rows() -> usize {
     1024
 }
 
+fn default_retry_times() -> usize {
+    5
+}
+
 impl BigQueryCommon {
     async fn build_client(&self, aws_auth_props: &AwsAuthProps) -> Result<Client> {
         let auth_json = self.get_auth_json_from_path(aws_auth_props).await?;
@@ -469,12 +475,25 @@ impl BigQuerySinkWriter {
         if self.write_rows.is_empty() {
             return Ok(());
         }
-        let rows = mem::take(&mut self.write_rows);
-        self.write_rows_count = 0;
-        self.client
-            .append_rows(rows, self.write_stream.clone())
-            .await?;
-        Ok(())
+        let mut errs = Vec::with_capacity(self.config.common.retry_times);
+        for _ in 0..self.config.common.retry_times {
+            match self
+                .client
+                .append_rows(self.write_rows.clone(), self.write_stream.clone())
+                .await
+            {
+                Ok(_) => {
+                    self.write_rows_count = 0;
+                    self.write_rows.clear();
+                    return Ok(());
+                }
+                Err(e) => errs.push(e),
+            }
+        }
+        Err(SinkError::BigQuery(anyhow::anyhow!(
+            "Insert error {:?}",
+            errs
+        )))
     }
 }
 
diff --git a/src/connector/src/sink/catalog/desc.rs b/src/connector/src/sink/catalog/desc.rs
index 87ccc7b96caf7..380cce6a8ebe3 100644
--- a/src/connector/src/sink/catalog/desc.rs
+++ b/src/connector/src/sink/catalog/desc.rs
@@ -19,6 +19,7 @@ use risingwave_common::catalog::{
     ColumnCatalog, ConnectionId, CreateType, DatabaseId, SchemaId, TableId, UserId,
 };
 use risingwave_common::util::sort_util::ColumnOrder;
+use risingwave_pb::catalog::PbSecretRef;
 use risingwave_pb::stream_plan::PbSinkDesc;
 
 use super::{SinkCatalog, SinkFormatDesc, SinkId, SinkType};
@@ -83,7 +84,7 @@ impl SinkDesc {
         owner: UserId,
         connection_id: Option<ConnectionId>,
         dependent_relations: Vec<TableId>,
-        secret_ref: BTreeMap<String, u32>,
+        secret_ref: BTreeMap<String, PbSecretRef>,
     ) -> SinkCatalog {
         SinkCatalog {
             id: self.id,
diff --git a/src/connector/src/sink/catalog/mod.rs b/src/connector/src/sink/catalog/mod.rs
index f02eb2cdcf9e9..206236970d91d 100644
--- a/src/connector/src/sink/catalog/mod.rs
+++ b/src/connector/src/sink/catalog/mod.rs
@@ -25,7 +25,7 @@ use risingwave_common::catalog::{
 use risingwave_common::util::epoch::Epoch;
 use risingwave_common::util::sort_util::ColumnOrder;
 use risingwave_pb::catalog::{
-    PbCreateType, PbSink, PbSinkFormatDesc, PbSinkType, PbStreamJobStatus,
+    PbCreateType, PbSecretRef, PbSink, PbSinkFormatDesc, PbSinkType, PbStreamJobStatus,
 };
 
 use super::{
@@ -339,7 +339,7 @@ pub struct SinkCatalog {
     pub create_type: CreateType,
 
     /// The secret reference for the sink, mapping from property name to secret id.
-    pub secret_ref: BTreeMap<String, u32>,
+    pub secret_ref: BTreeMap<String, PbSecretRef>,
 }
 
 impl SinkCatalog {
diff --git a/src/connector/src/sink/clickhouse.rs b/src/connector/src/sink/clickhouse.rs
index 26a779dc94ae1..42bbcf44e8630 100644
--- a/src/connector/src/sink/clickhouse.rs
+++ b/src/connector/src/sink/clickhouse.rs
@@ -262,7 +262,7 @@ impl ClickHouseSink {
             .collect();
 
         if rw_fields_name.len().gt(&clickhouse_columns_desc.len()) {
-            return Err(SinkError::ClickHouse("The nums of the RisingWave column must be greater than/equal to the length of the Clickhouse column".to_string()));
+            return Err(SinkError::ClickHouse("The columns of the sink must be equal to or a superset of the target table's columns.".to_string()));
         }
 
         for i in rw_fields_name {
@@ -379,11 +379,10 @@ impl Sink for ClickHouseSink {
 
     const SINK_NAME: &'static str = CLICKHOUSE_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/decouple_checkpoint_log_sink.rs b/src/connector/src/sink/decouple_checkpoint_log_sink.rs
index 9eaba2a10f121..26576cf3e3666 100644
--- a/src/connector/src/sink/decouple_checkpoint_log_sink.rs
+++ b/src/connector/src/sink/decouple_checkpoint_log_sink.rs
@@ -48,7 +48,7 @@ impl<W> DecoupleCheckpointLogSinkerOf<W> {
 
 #[async_trait]
 impl<W: SinkWriter<CommitMetadata = ()>> LogSinker for DecoupleCheckpointLogSinkerOf<W> {
-    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<()> {
+    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<!> {
         let mut sink_writer = self.writer;
         let sink_metrics = self.sink_metrics;
         #[derive(Debug)]
diff --git a/src/connector/src/sink/doris.rs b/src/connector/src/sink/doris.rs
index 643ad9e3b7b3b..f8c7b374d11ce 100644
--- a/src/connector/src/sink/doris.rs
+++ b/src/connector/src/sink/doris.rs
@@ -54,6 +54,8 @@ pub struct DorisCommon {
     pub database: String,
     #[serde(rename = "doris.table")]
     pub table: String,
+    #[serde(rename = "doris.partial_update")]
+    pub partial_update: Option<String>,
 }
 
 impl DorisCommon {
@@ -125,8 +127,11 @@ impl DorisSink {
             .collect();
 
         let rw_fields_name = self.schema.fields();
-        if rw_fields_name.len().ne(&doris_columns_desc.len()) {
-            return Err(SinkError::Doris("The length of the RisingWave column must be equal to the length of the doris column".to_string()));
+        if rw_fields_name.len() > doris_columns_desc.len() {
+            return Err(SinkError::Doris(
+                "The columns of the sink must be equal to or a superset of the target table's columns."
+                    .to_string(),
+            ));
         }
 
         for i in rw_fields_name {
@@ -273,6 +278,7 @@ impl DorisSinkWriter {
             .add_common_header()
             .set_user_password(config.common.user.clone(), config.common.password.clone())
             .add_json_format()
+            .set_partial_columns(config.common.partial_update.clone())
             .add_read_json_by_line();
         let header = if !is_append_only {
             header_builder.add_hidden_column().build()
diff --git a/src/connector/src/sink/doris_starrocks_connector.rs b/src/connector/src/sink/doris_starrocks_connector.rs
index 3173b64389f22..fb0a37572710e 100644
--- a/src/connector/src/sink/doris_starrocks_connector.rs
+++ b/src/connector/src/sink/doris_starrocks_connector.rs
@@ -142,6 +142,7 @@ impl HeaderBuilder {
         self
     }
 
+    /// Only use in Starrocks
     pub fn set_partial_update(mut self, partial_update: Option<String>) -> Self {
         self.header.insert(
             "partial_update".to_string(),
@@ -150,6 +151,15 @@ impl HeaderBuilder {
         self
     }
 
+    /// Only use in Doris
+    pub fn set_partial_columns(mut self, partial_columns: Option<String>) -> Self {
+        self.header.insert(
+            "partial_columns".to_string(),
+            partial_columns.unwrap_or_else(|| "false".to_string()),
+        );
+        self
+    }
+
     /// Only used in Starrocks Transaction API
     pub fn set_db(mut self, db: String) -> Self {
         self.header.insert("db".to_string(), db);
diff --git a/src/connector/src/sink/elasticsearch.rs b/src/connector/src/sink/elasticsearch.rs
index 236f90823c505..3d51e48201c94 100644
--- a/src/connector/src/sink/elasticsearch.rs
+++ b/src/connector/src/sink/elasticsearch.rs
@@ -24,7 +24,7 @@ use risingwave_common::types::{JsonbVal, Scalar, ToText};
 use serde_json::Value;
 
 use super::encoder::{JsonEncoder, RowEncoder};
-use super::remote::ElasticSearchSink;
+use super::remote::{ElasticSearchSink, OpensearchSink};
 use crate::sink::{Result, Sink};
 pub const ES_OPTION_DELIMITER: &str = "delimiter";
 pub const ES_OPTION_INDEX_COLUMN: &str = "index_column";
@@ -40,7 +40,7 @@ impl StreamChunkConverter {
         pk_indices: &Vec<usize>,
         properties: &BTreeMap<String, String>,
     ) -> Result<Self> {
-        if sink_name == ElasticSearchSink::SINK_NAME {
+        if is_es_sink(sink_name) {
             let index_column = properties
                 .get(ES_OPTION_INDEX_COLUMN)
                 .cloned()
@@ -170,3 +170,7 @@ impl EsStreamChunkConverter {
         (self.fn_build_id)(row)
     }
 }
+
+pub fn is_es_sink(sink_name: &str) -> bool {
+    sink_name == ElasticSearchSink::SINK_NAME || sink_name == OpensearchSink::SINK_NAME
+}
diff --git a/src/connector/src/sink/encoder/json.rs b/src/connector/src/sink/encoder/json.rs
index e1ce9e61b6a1e..4748116609700 100644
--- a/src/connector/src/sink/encoder/json.rs
+++ b/src/connector/src/sink/encoder/json.rs
@@ -269,7 +269,7 @@ fn datum_to_json_object(
             }
         },
         (DataType::Timestamp, ScalarRefImpl::Timestamp(v)) => match timestamp_handling_mode {
-            TimestampHandlingMode::Milli => json!(v.0.timestamp_millis()),
+            TimestampHandlingMode::Milli => json!(v.0.and_utc().timestamp_millis()),
             TimestampHandlingMode::String => json!(v.0.format("%Y-%m-%d %H:%M:%S%.6f").to_string()),
         },
         (DataType::Bytea, ScalarRefImpl::Bytea(v)) => {
diff --git a/src/connector/src/sink/formatter/mod.rs b/src/connector/src/sink/formatter/mod.rs
index 6239a55d862f4..4628a925da98d 100644
--- a/src/connector/src/sink/formatter/mod.rs
+++ b/src/connector/src/sink/formatter/mod.rs
@@ -73,6 +73,8 @@ pub enum SinkFormatterImpl {
     // append-only
     AppendOnlyJson(AppendOnlyFormatter<JsonEncoder, JsonEncoder>),
     AppendOnlyTextJson(AppendOnlyFormatter<TextEncoder, JsonEncoder>),
+    AppendOnlyAvro(AppendOnlyFormatter<AvroEncoder, AvroEncoder>),
+    AppendOnlyTextAvro(AppendOnlyFormatter<TextEncoder, AvroEncoder>),
     AppendOnlyProto(AppendOnlyFormatter<JsonEncoder, ProtoEncoder>),
     AppendOnlyTextProto(AppendOnlyFormatter<TextEncoder, ProtoEncoder>),
     AppendOnlyTemplate(AppendOnlyFormatter<TemplateEncoder, TemplateEncoder>),
@@ -335,6 +337,10 @@ impl SinkFormatterImpl {
                     Impl::AppendOnlyTextJson(build(p).await?)
                 }
                 (F::AppendOnly, E::Json, None) => Impl::AppendOnlyJson(build(p).await?),
+                (F::AppendOnly, E::Avro, Some(E::Text)) => {
+                    Impl::AppendOnlyTextAvro(build(p).await?)
+                }
+                (F::AppendOnly, E::Avro, None) => Impl::AppendOnlyAvro(build(p).await?),
                 (F::AppendOnly, E::Protobuf, Some(E::Text)) => {
                     Impl::AppendOnlyTextProto(build(p).await?)
                 }
@@ -381,6 +387,8 @@ macro_rules! dispatch_sink_formatter_impl {
         match $impl {
             SinkFormatterImpl::AppendOnlyJson($name) => $body,
             SinkFormatterImpl::AppendOnlyTextJson($name) => $body,
+            SinkFormatterImpl::AppendOnlyAvro($name) => $body,
+            SinkFormatterImpl::AppendOnlyTextAvro($name) => $body,
             SinkFormatterImpl::AppendOnlyProto($name) => $body,
             SinkFormatterImpl::AppendOnlyTextProto($name) => $body,
 
@@ -403,6 +411,8 @@ macro_rules! dispatch_sink_formatter_str_key_impl {
         match $impl {
             SinkFormatterImpl::AppendOnlyJson($name) => $body,
             SinkFormatterImpl::AppendOnlyTextJson($name) => $body,
+            SinkFormatterImpl::AppendOnlyAvro(_) => unreachable!(),
+            SinkFormatterImpl::AppendOnlyTextAvro($name) => $body,
             SinkFormatterImpl::AppendOnlyProto($name) => $body,
             SinkFormatterImpl::AppendOnlyTextProto($name) => $body,
 
diff --git a/src/connector/src/sink/google_pubsub.rs b/src/connector/src/sink/google_pubsub.rs
index 9f250b6692cd2..ad039ad020704 100644
--- a/src/connector/src/sink/google_pubsub.rs
+++ b/src/connector/src/sink/google_pubsub.rs
@@ -96,11 +96,10 @@ impl Sink for GooglePubSubSink {
 
     const SINK_NAME: &'static str = PUBSUB_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/kafka.rs b/src/connector/src/sink/kafka.rs
index 1abfed3a39a45..617f427ae71f1 100644
--- a/src/connector/src/sink/kafka.rs
+++ b/src/connector/src/sink/kafka.rs
@@ -320,11 +320,10 @@ impl Sink for KafkaSink {
 
     const SINK_NAME: &'static str = KAFKA_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/kinesis.rs b/src/connector/src/sink/kinesis.rs
index 04cd3390f1c9d..771d3c8a6f91d 100644
--- a/src/connector/src/sink/kinesis.rs
+++ b/src/connector/src/sink/kinesis.rs
@@ -80,11 +80,10 @@ impl Sink for KinesisSink {
 
     const SINK_NAME: &'static str = KINESIS_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/log_store.rs b/src/connector/src/sink/log_store.rs
index d696feb1d8617..d609aa7170d0d 100644
--- a/src/connector/src/sink/log_store.rs
+++ b/src/connector/src/sink/log_store.rs
@@ -20,6 +20,7 @@ use std::sync::Arc;
 use std::task::Poll;
 use std::time::Instant;
 
+use await_tree::InstrumentAwait;
 use futures::{TryFuture, TryFutureExt};
 use risingwave_common::array::StreamChunk;
 use risingwave_common::bail;
@@ -282,21 +283,25 @@ impl<R: LogReader> MonitoredLogReader<R> {
 
 impl<R: LogReader> LogReader for MonitoredLogReader<R> {
     async fn init(&mut self) -> LogStoreResult<()> {
-        self.inner.init().await
+        self.inner.init().instrument_await("log_reader_init").await
     }
 
     async fn next_item(&mut self) -> LogStoreResult<(u64, LogStoreReadItem)> {
-        self.inner.next_item().await.inspect(|(epoch, item)| {
-            if self.read_epoch != *epoch {
-                self.read_epoch = *epoch;
-                self.metrics.log_store_latest_read_epoch.set(*epoch as _);
-            }
-            if let LogStoreReadItem::StreamChunk { chunk, .. } = item {
-                self.metrics
-                    .log_store_read_rows
-                    .inc_by(chunk.cardinality() as _);
-            }
-        })
+        self.inner
+            .next_item()
+            .instrument_await("log_reader_next_item")
+            .await
+            .inspect(|(epoch, item)| {
+                if self.read_epoch != *epoch {
+                    self.read_epoch = *epoch;
+                    self.metrics.log_store_latest_read_epoch.set(*epoch as _);
+                }
+                if let LogStoreReadItem::StreamChunk { chunk, .. } = item {
+                    self.metrics
+                        .log_store_read_rows
+                        .inc_by(chunk.cardinality() as _);
+                }
+            })
     }
 
     fn truncate(&mut self, offset: TruncateOffset) -> LogStoreResult<()> {
@@ -306,7 +311,7 @@ impl<R: LogReader> LogReader for MonitoredLogReader<R> {
     fn rewind(
         &mut self,
     ) -> impl Future<Output = LogStoreResult<(bool, Option<Bitmap>)>> + Send + '_ {
-        self.inner.rewind()
+        self.inner.rewind().instrument_await("log_reader_rewind")
     }
 }
 
diff --git a/src/connector/src/sink/mod.rs b/src/connector/src/sink/mod.rs
index e5a5f6143e419..cd9fdcd5ef7cd 100644
--- a/src/connector/src/sink/mod.rs
+++ b/src/connector/src/sink/mod.rs
@@ -93,6 +93,7 @@ macro_rules! for_all_sinks {
                 { Nats, $crate::sink::nats::NatsSink },
                 { Jdbc, $crate::sink::remote::JdbcSink },
                 { ElasticSearch, $crate::sink::remote::ElasticSearchSink },
+                { Opensearch, $crate::sink::remote::OpensearchSink },
                 { Cassandra, $crate::sink::remote::CassandraSink },
                 { HttpJava, $crate::sink::remote::HttpJavaSink },
                 { Doris, $crate::sink::doris::DorisSink },
@@ -386,7 +387,7 @@ impl<R: LogReader> SinkLogReader for R {
 
 #[async_trait]
 pub trait LogSinker: 'static {
-    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<()>;
+    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<!>;
 }
 
 #[async_trait]
@@ -443,6 +444,10 @@ impl SinkImpl {
     pub fn is_sink_into_table(&self) -> bool {
         matches!(self, SinkImpl::Table(_))
     }
+
+    pub fn is_blackhole(&self) -> bool {
+        matches!(self, SinkImpl::BlackHole(_))
+    }
 }
 
 pub fn build_sink(param: SinkParam) -> Result<SinkImpl> {
diff --git a/src/connector/src/sink/mqtt.rs b/src/connector/src/sink/mqtt.rs
index 7bb0872b27f35..d9dfdbe03b21b 100644
--- a/src/connector/src/sink/mqtt.rs
+++ b/src/connector/src/sink/mqtt.rs
@@ -165,11 +165,10 @@ impl Sink for MqttSink {
 
     const SINK_NAME: &'static str = MQTT_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/nats.rs b/src/connector/src/sink/nats.rs
index 109e52473b92b..162aca3c4d2e8 100644
--- a/src/connector/src/sink/nats.rs
+++ b/src/connector/src/sink/nats.rs
@@ -99,11 +99,10 @@ impl Sink for NatsSink {
 
     const SINK_NAME: &'static str = NATS_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/pulsar.rs b/src/connector/src/sink/pulsar.rs
index 8b6f963c6a3a7..3f016ad94946d 100644
--- a/src/connector/src/sink/pulsar.rs
+++ b/src/connector/src/sink/pulsar.rs
@@ -170,11 +170,10 @@ impl Sink for PulsarSink {
 
     const SINK_NAME: &'static str = PULSAR_SINK;
 
-    fn is_sink_decouple(desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
+    fn is_sink_decouple(_desc: &SinkDesc, user_specified: &SinkDecouple) -> Result<bool> {
         match user_specified {
-            SinkDecouple::Default => Ok(desc.sink_type.is_append_only()),
+            SinkDecouple::Default | SinkDecouple::Enable => Ok(true),
             SinkDecouple::Disable => Ok(false),
-            SinkDecouple::Enable => Ok(true),
         }
     }
 
diff --git a/src/connector/src/sink/remote.rs b/src/connector/src/sink/remote.rs
index ea247991f9eb8..863ca02f69d59 100644
--- a/src/connector/src/sink/remote.rs
+++ b/src/connector/src/sink/remote.rs
@@ -58,7 +58,7 @@ use tokio::task::spawn_blocking;
 use tokio_stream::wrappers::ReceiverStream;
 use tracing::warn;
 
-use super::elasticsearch::{StreamChunkConverter, ES_OPTION_DELIMITER};
+use super::elasticsearch::{is_es_sink, StreamChunkConverter, ES_OPTION_DELIMITER};
 use crate::error::ConnectorResult;
 use crate::sink::catalog::desc::SinkDesc;
 use crate::sink::coordinate::CoordinatedSinkWriter;
@@ -73,6 +73,7 @@ macro_rules! def_remote_sink {
     () => {
         def_remote_sink! {
             { ElasticSearch, ElasticSearchSink, "elasticsearch" }
+            { Opensearch, OpensearchSink, "opensearch"}
             { Cassandra, CassandraSink, "cassandra" }
             { Jdbc, JdbcSink, "jdbc", |desc| {
                 desc.sink_type.is_append_only()
@@ -164,7 +165,7 @@ impl<R: RemoteSinkTrait> Sink for RemoteSink<R> {
 }
 
 async fn validate_remote_sink(param: &SinkParam, sink_name: &str) -> ConnectorResult<()> {
-    if sink_name == ElasticSearchSink::SINK_NAME
+    if is_es_sink(sink_name)
         && param.downstream_pk.len() > 1
         && !param.properties.contains_key(ES_OPTION_DELIMITER)
     {
@@ -189,7 +190,7 @@ async fn validate_remote_sink(param: &SinkParam, sink_name: &str) -> ConnectorRe
                     | DataType::Jsonb
                     | DataType::Bytea => Ok(()),
             DataType::List(list) => {
-                if (sink_name==ElasticSearchSink::SINK_NAME) | matches!(list.as_ref(), DataType::Int16 | DataType::Int32 | DataType::Int64 | DataType::Float32 | DataType::Float64 | DataType::Varchar){
+                if is_es_sink(sink_name) || matches!(list.as_ref(), DataType::Int16 | DataType::Int32 | DataType::Int64 | DataType::Float32 | DataType::Float64 | DataType::Varchar){
                     Ok(())
                 } else{
                     Err(SinkError::Remote(anyhow!(
@@ -200,7 +201,7 @@ async fn validate_remote_sink(param: &SinkParam, sink_name: &str) -> ConnectorRe
                 }
             },
             DataType::Struct(_) => {
-                if sink_name==ElasticSearchSink::SINK_NAME{
+                if is_es_sink(sink_name){
                     Ok(())
                 }else{
                     Err(SinkError::Remote(anyhow!(
@@ -263,7 +264,7 @@ impl RemoteLogSinker {
         sink_name: &str,
     ) -> Result<Self> {
         let sink_proto = sink_param.to_proto();
-        let payload_schema = if sink_name == ElasticSearchSink::SINK_NAME {
+        let payload_schema = if is_es_sink(sink_name) {
             let columns = vec![
                 ColumnDesc::unnamed(ColumnId::from(0), DataType::Varchar).to_protobuf(),
                 ColumnDesc::unnamed(ColumnId::from(1), DataType::Varchar).to_protobuf(),
@@ -301,7 +302,7 @@ impl RemoteLogSinker {
 
 #[async_trait]
 impl LogSinker for RemoteLogSinker {
-    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<()> {
+    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<!> {
         let mut request_tx = self.request_sender;
         let mut response_err_stream_rx = self.response_stream;
         let sink_metrics = self.sink_metrics;
@@ -313,7 +314,7 @@ impl LogSinker for RemoteLogSinker {
                 let result = response_err_stream_rx
                     .stream
                     .try_next()
-                    .instrument_await("Wait Response Stream")
+                    .instrument_await("log_sinker_wait_next_response")
                     .await;
                 match result {
                     Ok(Some(response)) => {
@@ -368,20 +369,12 @@ impl LogSinker for RemoteLogSinker {
             let mut sent_offset_queue: VecDeque<(TruncateOffset, Option<Instant>)> =
                 VecDeque::new();
 
-            let mut curr_epoch = 0;
-
             loop {
                 let either_result: futures::future::Either<
                     Option<SinkWriterStreamResponse>,
                     LogStoreResult<(u64, LogStoreReadItem)>,
                 > = drop_either_future(
-                    select(
-                        pin!(response_rx.recv()),
-                        pin!(log_reader
-                            .next_item()
-                            .instrument_await(format!("Wait Next Item: {}", curr_epoch))),
-                    )
-                    .await,
+                    select(pin!(response_rx.recv()), pin!(log_reader.next_item())).await,
                 );
                 match either_result {
                     futures::future::Either::Left(opt) => {
@@ -435,7 +428,6 @@ impl LogSinker for RemoteLogSinker {
                     }
                     futures::future::Either::Right(result) => {
                         let (epoch, item): (u64, LogStoreReadItem) = result?;
-                        curr_epoch = epoch;
 
                         match item {
                             LogStoreReadItem::StreamChunk { chunk, chunk_id } => {
@@ -456,8 +448,7 @@ impl LogSinker for RemoteLogSinker {
                                         chunk,
                                     })
                                     .instrument_await(format!(
-                                        "Send Chunk Request: {} {}",
-                                        curr_epoch, chunk_id
+                                        "log_sinker_send_chunk (chunk {chunk_id})"
                                     ))
                                     .await?;
                                 prev_offset = Some(offset);
@@ -473,15 +464,16 @@ impl LogSinker for RemoteLogSinker {
                                     let start_time = Instant::now();
                                     request_tx
                                         .barrier(epoch, true)
-                                        .instrument_await(format!("Commit: {}", curr_epoch))
+                                        .instrument_await(format!(
+                                            "log_sinker_commit_checkpoint (epoch {epoch})"
+                                        ))
                                         .await?;
                                     Some(start_time)
                                 } else {
                                     request_tx
                                         .barrier(epoch, false)
                                         .instrument_await(format!(
-                                            "Send Barrier Request: {}",
-                                            curr_epoch
+                                            "log_sinker_send_barrier (epoch {epoch})"
                                         ))
                                         .await?;
                                     None
diff --git a/src/connector/src/sink/snowflake_connector.rs b/src/connector/src/sink/snowflake_connector.rs
index 3adaa43bb5aa6..bfd2458900294 100644
--- a/src/connector/src/sink/snowflake_connector.rs
+++ b/src/connector/src/sink/snowflake_connector.rs
@@ -18,6 +18,7 @@ use std::time::{SystemTime, UNIX_EPOCH};
 
 use anyhow::{anyhow, Context};
 use jsonwebtoken::{encode, Algorithm, EncodingKey, Header};
+use object_metrics::GLOBAL_OBJECT_STORE_METRICS;
 use reqwest::{header, Client, RequestBuilder, StatusCode};
 use risingwave_object_store::object::*;
 use serde::{Deserialize, Serialize};
@@ -197,11 +198,13 @@ impl SnowflakeS3Client {
         // FIXME: we should use the `ObjectStoreConfig` instead of default
         // just use default configuration here for opendal s3 engine
         let config = ObjectStoreConfig::default();
+        let metrics = Arc::new(GLOBAL_OBJECT_STORE_METRICS.clone());
 
         // create the s3 engine for streaming upload to the intermediate s3 bucket
         let opendal_s3_engine = OpendalObjectStore::new_s3_engine_with_credentials(
             &s3_bucket,
             Arc::new(config),
+            metrics,
             &aws_access_key_id,
             &aws_secret_access_key,
             &aws_region,
diff --git a/src/connector/src/sink/starrocks.rs b/src/connector/src/sink/starrocks.rs
index bace71cd59e2c..64dadf0b89866 100644
--- a/src/connector/src/sink/starrocks.rs
+++ b/src/connector/src/sink/starrocks.rs
@@ -168,7 +168,7 @@ impl StarrocksSink {
     ) -> Result<()> {
         let rw_fields_name = self.schema.fields();
         if rw_fields_name.len() > starrocks_columns_desc.len() {
-            return Err(SinkError::Starrocks("The length of the RisingWave column must be equal or less to the length of the starrocks column".to_string()));
+            return Err(SinkError::Starrocks("The columns of the sink must be equal to or a superset of the target table's columns.".to_string()));
         }
 
         for i in rw_fields_name {
diff --git a/src/connector/src/sink/trivial.rs b/src/connector/src/sink/trivial.rs
index 60e47949a8fdf..0cfa82c5c4d19 100644
--- a/src/connector/src/sink/trivial.rs
+++ b/src/connector/src/sink/trivial.rs
@@ -75,7 +75,7 @@ impl<T: TrivialSinkName> Sink for TrivialSink<T> {
 
 #[async_trait]
 impl<T: TrivialSinkName> LogSinker for TrivialSink<T> {
-    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<()> {
+    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<!> {
         loop {
             let (epoch, item) = log_reader.next_item().await?;
             match item {
diff --git a/src/connector/src/sink/writer.rs b/src/connector/src/sink/writer.rs
index ba7df74495272..00917f26c4163 100644
--- a/src/connector/src/sink/writer.rs
+++ b/src/connector/src/sink/writer.rs
@@ -126,7 +126,7 @@ impl<W> LogSinkerOf<W> {
 
 #[async_trait]
 impl<W: SinkWriter<CommitMetadata = ()>> LogSinker for LogSinkerOf<W> {
-    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<()> {
+    async fn consume_log_and_sink(self, log_reader: &mut impl SinkLogReader) -> Result<!> {
         let mut sink_writer = self.writer;
         let sink_metrics = self.sink_metrics;
         #[derive(Debug)]
@@ -242,7 +242,7 @@ impl<W: AsyncTruncateSinkWriter> AsyncTruncateLogSinkerOf<W> {
 
 #[async_trait]
 impl<W: AsyncTruncateSinkWriter> LogSinker for AsyncTruncateLogSinkerOf<W> {
-    async fn consume_log_and_sink(mut self, log_reader: &mut impl SinkLogReader) -> Result<()> {
+    async fn consume_log_and_sink(mut self, log_reader: &mut impl SinkLogReader) -> Result<!> {
         loop {
             let select_result = drop_either_future(
                 select(
diff --git a/src/connector/src/source/iceberg/mod.rs b/src/connector/src/source/iceberg/mod.rs
index e7e4971dd42c5..1090159fa9ca3 100644
--- a/src/connector/src/source/iceberg/mod.rs
+++ b/src/connector/src/source/iceberg/mod.rs
@@ -190,7 +190,7 @@ impl IcebergSplitEnumerator {
                             Some(snapshot) => snapshot.snapshot_id,
                             None => {
                                 // convert unix time to human readable time
-                                let time = chrono::NaiveDateTime::from_timestamp_millis(timestamp);
+                                let time = chrono::DateTime::from_timestamp_millis(timestamp);
                                 if time.is_some() {
                                     bail!("Cannot find a snapshot older than {}", time.unwrap());
                                 } else {
diff --git a/src/connector/with_options_sink.yaml b/src/connector/with_options_sink.yaml
index 731bb900335ee..1326ed9b55788 100644
--- a/src/connector/with_options_sink.yaml
+++ b/src/connector/with_options_sink.yaml
@@ -21,6 +21,10 @@ BigQueryConfig:
     field_type: usize
     required: false
     default: '1024'
+  - name: bigquery.retry_times
+    field_type: usize
+    required: false
+    default: '5'
   - name: aws.region
     field_type: String
     required: false
@@ -132,6 +136,9 @@ DorisConfig:
   - name: doris.table
     field_type: String
     required: true
+  - name: doris.partial_update
+    field_type: String
+    required: false
   - name: r#type
     field_type: String
     required: true
diff --git a/src/ctl/src/cmd_impl/bench.rs b/src/ctl/src/cmd_impl/bench.rs
index d3c0cde6d20ee..dce4a21115d6a 100644
--- a/src/ctl/src/cmd_impl/bench.rs
+++ b/src/ctl/src/cmd_impl/bench.rs
@@ -42,6 +42,8 @@ pub enum BenchCommands {
         #[clap(long, default_value_t = 1)]
         threads: usize,
         data_dir: Option<String>,
+        #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+        use_new_object_prefix_strategy: bool,
     },
 }
 
@@ -86,9 +88,13 @@ pub async fn do_bench(context: &CtlContext, cmd: BenchCommands) -> Result<()> {
             mv_name,
             threads,
             data_dir,
+            use_new_object_prefix_strategy,
         } => {
             let (hummock, metrics) = context
-                .hummock_store_with_metrics(HummockServiceOpts::from_env(data_dir)?)
+                .hummock_store_with_metrics(HummockServiceOpts::from_env(
+                    data_dir,
+                    use_new_object_prefix_strategy,
+                )?)
                 .await?;
             let table = get_table_catalog(meta.clone(), mv_name).await?;
             let mut handlers = vec![];
diff --git a/src/ctl/src/cmd_impl/hummock/list_kv.rs b/src/ctl/src/cmd_impl/hummock/list_kv.rs
index 2eb54362b413c..f90712a02505d 100644
--- a/src/ctl/src/cmd_impl/hummock/list_kv.rs
+++ b/src/ctl/src/cmd_impl/hummock/list_kv.rs
@@ -27,9 +27,13 @@ pub async fn list_kv(
     epoch: u64,
     table_id: u32,
     data_dir: Option<String>,
+    use_new_object_prefix_strategy: bool,
 ) -> anyhow::Result<()> {
     let hummock = context
-        .hummock_store(HummockServiceOpts::from_env(data_dir)?)
+        .hummock_store(HummockServiceOpts::from_env(
+            data_dir,
+            use_new_object_prefix_strategy,
+        )?)
         .await?;
     if is_max_epoch(epoch) {
         tracing::info!("using MAX EPOCH as epoch");
diff --git a/src/ctl/src/cmd_impl/hummock/sst_dump.rs b/src/ctl/src/cmd_impl/hummock/sst_dump.rs
index 0fc65054b51e4..3a71fbd007214 100644
--- a/src/ctl/src/cmd_impl/hummock/sst_dump.rs
+++ b/src/ctl/src/cmd_impl/hummock/sst_dump.rs
@@ -15,7 +15,6 @@
 use std::collections::HashMap;
 use std::sync::Arc;
 
-use anyhow::anyhow;
 use bytes::{Buf, Bytes};
 use chrono::offset::Utc;
 use chrono::DateTime;
@@ -59,6 +58,8 @@ pub struct SstDumpArgs {
     print_table: bool,
     #[clap(short = 'd')]
     data_dir: Option<String>,
+    #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+    use_new_object_prefix_strategy: bool,
 }
 
 pub async fn sst_dump(context: &CtlContext, args: SstDumpArgs) -> anyhow::Result<()> {
@@ -72,7 +73,10 @@ pub async fn sst_dump(context: &CtlContext, args: SstDumpArgs) -> anyhow::Result
     if args.print_level {
         // Level information is retrieved from meta service
         let hummock = context
-            .hummock_store(HummockServiceOpts::from_env(args.data_dir.clone())?)
+            .hummock_store(HummockServiceOpts::from_env(
+                args.data_dir.clone(),
+                args.use_new_object_prefix_strategy,
+            )?)
             .await?;
         let version = hummock.inner().get_pinned_version().version().clone();
         let sstable_store = hummock.sstable_store();
@@ -108,16 +112,17 @@ pub async fn sst_dump(context: &CtlContext, args: SstDumpArgs) -> anyhow::Result
         }
     } else {
         // Object information is retrieved from object store. Meta service is not required.
-        let hummock_service_opts = HummockServiceOpts::from_env(args.data_dir.clone())?;
-        let sstable_store = hummock_service_opts.create_sstable_store().await?;
+        let hummock_service_opts = HummockServiceOpts::from_env(
+            args.data_dir.clone(),
+            args.use_new_object_prefix_strategy,
+        )?;
+        let sstable_store = hummock_service_opts
+            .create_sstable_store(args.use_new_object_prefix_strategy)
+            .await?;
         if let Some(obj_id) = &args.object_id {
             let obj_store = sstable_store.store();
             let obj_path = sstable_store.get_sst_data_path(*obj_id);
-            let mut obj_metadata_iter = obj_store.list(&obj_path).await?;
-            let obj = obj_metadata_iter
-                .try_next()
-                .await?
-                .ok_or_else(|| anyhow!(format!("object {obj_path} doesn't exist")))?;
+            let obj = obj_store.metadata(&obj_path).await?;
             print_object(&obj);
             let meta_offset = get_meta_offset_from_object(&obj, obj_store.as_ref()).await?;
             let obj_id = SstableStore::get_object_id_from_path(&obj.key);
diff --git a/src/ctl/src/cmd_impl/hummock/validate_version.rs b/src/ctl/src/cmd_impl/hummock/validate_version.rs
index b2ae1c22f66cf..e8f61a8c98358 100644
--- a/src/ctl/src/cmd_impl/hummock/validate_version.rs
+++ b/src/ctl/src/cmd_impl/hummock/validate_version.rs
@@ -65,6 +65,7 @@ pub async fn print_user_key_in_archive(
     archive_ids: Vec<HummockVersionId>,
     data_dir: String,
     user_key: String,
+    use_new_object_prefix_strategy: bool,
 ) -> anyhow::Result<()> {
     let user_key_bytes = hex::decode(user_key.clone()).unwrap_or_else(|_| {
         panic!("cannot decode user key {} into raw bytes", user_key);
@@ -72,7 +73,8 @@ pub async fn print_user_key_in_archive(
     let user_key = UserKey::decode(&user_key_bytes);
     println!("user key: {user_key:?}");
 
-    let hummock_opts = HummockServiceOpts::from_env(Some(data_dir.clone()))?;
+    let hummock_opts =
+        HummockServiceOpts::from_env(Some(data_dir.clone()), use_new_object_prefix_strategy)?;
     let hummock = context.hummock_store(hummock_opts).await?;
     let sstable_store = hummock.sstable_store();
     let archive_object_store = sstable_store.store();
@@ -178,8 +180,10 @@ pub async fn print_version_delta_in_archive(
     archive_ids: Vec<HummockVersionId>,
     data_dir: String,
     sst_id: HummockSstableObjectId,
+    use_new_object_prefix_strategy: bool,
 ) -> anyhow::Result<()> {
-    let hummock_opts = HummockServiceOpts::from_env(Some(data_dir.clone()))?;
+    let hummock_opts =
+        HummockServiceOpts::from_env(Some(data_dir.clone()), use_new_object_prefix_strategy)?;
     let hummock = context.hummock_store(hummock_opts).await?;
     let sstable_store = hummock.sstable_store();
     let archive_object_store = sstable_store.store();
diff --git a/src/ctl/src/cmd_impl/meta/migration.rs b/src/ctl/src/cmd_impl/meta/migration.rs
index b9aa81b677519..93be066d4e727 100644
--- a/src/ctl/src/cmd_impl/meta/migration.rs
+++ b/src/ctl/src/cmd_impl/meta/migration.rs
@@ -16,6 +16,7 @@ use std::collections::{BTreeSet, HashMap};
 use std::time::Duration;
 
 use anyhow::Context;
+use chrono::DateTime;
 use etcd_client::ConnectOptions;
 use itertools::Itertools;
 use risingwave_common::util::epoch::Epoch;
@@ -68,7 +69,6 @@ use risingwave_pb::meta::table_fragments::State;
 use risingwave_pb::meta::PbSystemParams;
 use risingwave_pb::user::grant_privilege::PbObject as GrantObject;
 use risingwave_pb::user::PbUserInfo;
-use sea_orm::prelude::DateTime;
 use sea_orm::ActiveValue::Set;
 use sea_orm::{
     ColumnTrait, ConnectionTrait, DatabaseBackend, DbBackend, EntityTrait, IntoActiveModel, NotSet,
@@ -360,11 +360,15 @@ pub async fn migrate(from: EtcdBackend, target: String, force_clean: bool) -> an
                 };
                 if let Some(epoch) = object.initialized_at_epoch.map(Epoch::from) {
                     obj.initialized_at =
-                        Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _).unwrap());
+                        Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _)
+                            .unwrap()
+                            .naive_utc());
                 }
                 if let Some(epoch) = object.created_at_epoch.map(Epoch::from) {
                     obj.created_at =
-                        Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _).unwrap());
+                        Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _)
+                            .unwrap()
+                            .naive_utc());
                 }
                 Object::insert(obj).exec(&meta_store_sql.conn).await?;
             }
@@ -390,12 +394,14 @@ pub async fn migrate(from: EtcdBackend, target: String, force_clean: bool) -> an
             ..Default::default()
         };
         if let Some(epoch) = table.initialized_at_epoch.map(Epoch::from) {
-            obj.initialized_at =
-                Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _).unwrap());
+            obj.initialized_at = Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _)
+                .unwrap()
+                .naive_utc());
         }
         if let Some(epoch) = table.created_at_epoch.map(Epoch::from) {
-            obj.created_at =
-                Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _).unwrap());
+            obj.created_at = Set(DateTime::from_timestamp_millis(epoch.as_unix_millis() as _)
+                .unwrap()
+                .naive_utc());
         }
         Object::insert(obj).exec(&meta_store_sql.conn).await?;
     }
@@ -549,12 +555,12 @@ pub async fn migrate(from: EtcdBackend, target: String, force_clean: bool) -> an
                     *id = *connection_rewrite.get(id).unwrap();
                 }
                 for secret_id in s.secret_ref.values_mut() {
-                    *secret_id = *secret_rewrite.get(secret_id).unwrap();
+                    secret_id.secret_id = *secret_rewrite.get(&secret_id.secret_id).unwrap();
                 }
                 object_dependencies.extend(s.secret_ref.values().map(|id| {
                     object_dependency::ActiveModel {
                         id: NotSet,
-                        oid: Set(*id as _),
+                        oid: Set(id.secret_id as _),
                         used_by: Set(s.id as _),
                     }
                 }));
diff --git a/src/ctl/src/cmd_impl/table/scan.rs b/src/ctl/src/cmd_impl/table/scan.rs
index 8c21d975009fe..0689e315f74cb 100644
--- a/src/ctl/src/cmd_impl/table/scan.rs
+++ b/src/ctl/src/cmd_impl/table/scan.rs
@@ -86,19 +86,35 @@ pub fn make_storage_table<S: StateStore>(
     ))
 }
 
-pub async fn scan(context: &CtlContext, mv_name: String, data_dir: Option<String>) -> Result<()> {
+pub async fn scan(
+    context: &CtlContext,
+    mv_name: String,
+    data_dir: Option<String>,
+    use_new_object_prefix_strategy: bool,
+) -> Result<()> {
     let meta_client = context.meta_client().await?;
     let hummock = context
-        .hummock_store(HummockServiceOpts::from_env(data_dir)?)
+        .hummock_store(HummockServiceOpts::from_env(
+            data_dir,
+            use_new_object_prefix_strategy,
+        )?)
         .await?;
     let table = get_table_catalog(meta_client, mv_name).await?;
     do_scan(table, hummock).await
 }
 
-pub async fn scan_id(context: &CtlContext, table_id: u32, data_dir: Option<String>) -> Result<()> {
+pub async fn scan_id(
+    context: &CtlContext,
+    table_id: u32,
+    data_dir: Option<String>,
+    use_new_object_prefix_strategy: bool,
+) -> Result<()> {
     let meta_client = context.meta_client().await?;
     let hummock = context
-        .hummock_store(HummockServiceOpts::from_env(data_dir)?)
+        .hummock_store(HummockServiceOpts::from_env(
+            data_dir,
+            use_new_object_prefix_strategy,
+        )?)
         .await?;
     let table = get_table_catalog_by_id(meta_client, table_id).await?;
     do_scan(table, hummock).await
diff --git a/src/ctl/src/common/hummock_service.rs b/src/ctl/src/common/hummock_service.rs
index 59d272c3a27ff..e885548d5a1e1 100644
--- a/src/ctl/src/common/hummock_service.rs
+++ b/src/ctl/src/common/hummock_service.rs
@@ -36,6 +36,8 @@ pub struct HummockServiceOpts {
     pub hummock_url: String,
     pub data_dir: Option<String>,
 
+    use_new_object_prefix_strategy: bool,
+
     heartbeat_handle: Option<JoinHandle<()>>,
     heartbeat_shutdown_sender: Option<Sender<()>>,
 }
@@ -55,7 +57,10 @@ impl HummockServiceOpts {
     /// Currently, we will read these variables for meta:
     ///
     /// * `RW_HUMMOCK_URL`: hummock store address
-    pub fn from_env(data_dir: Option<String>) -> Result<Self> {
+    pub fn from_env(
+        data_dir: Option<String>,
+        use_new_object_prefix_strategy: bool,
+    ) -> Result<Self> {
         let hummock_url = match env::var("RW_HUMMOCK_URL") {
             Ok(url) => {
                 if !url.starts_with("hummock+") {
@@ -80,11 +85,13 @@ impl HummockServiceOpts {
                 bail!(MESSAGE);
             }
         };
+
         Ok(Self {
             hummock_url,
             data_dir,
             heartbeat_handle: None,
             heartbeat_shutdown_sender: None,
+            use_new_object_prefix_strategy,
         })
     }
 
@@ -142,6 +149,7 @@ impl HummockServiceOpts {
             metrics.storage_metrics.clone(),
             metrics.compactor_metrics.clone(),
             None,
+            self.use_new_object_prefix_strategy,
         )
         .await?;
 
@@ -157,7 +165,10 @@ impl HummockServiceOpts {
         }
     }
 
-    pub async fn create_sstable_store(&self) -> Result<Arc<SstableStore>> {
+    pub async fn create_sstable_store(
+        &self,
+        use_new_object_prefix_strategy: bool,
+    ) -> Result<Arc<SstableStore>> {
         let object_store = build_remote_object_store(
             self.hummock_url.strip_prefix("hummock+").unwrap(),
             Arc::new(ObjectStoreMetrics::unused()),
@@ -190,6 +201,7 @@ impl HummockServiceOpts {
             state_store_metrics: Arc::new(global_hummock_state_store_metrics(
                 MetricLevel::Disabled,
             )),
+            use_new_object_prefix_strategy,
             meta_cache,
             block_cache,
         })))
diff --git a/src/ctl/src/lib.rs b/src/ctl/src/lib.rs
index 1f50250276d6e..002817993d859 100644
--- a/src/ctl/src/lib.rs
+++ b/src/ctl/src/lib.rs
@@ -193,6 +193,9 @@ enum HummockCommands {
 
         // data directory for hummock state store. None: use default
         data_dir: Option<String>,
+
+        #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+        use_new_object_prefix_strategy: bool,
     },
     SstDump(SstDumpArgs),
     /// trigger a targeted compaction through `compaction_group_id`
@@ -302,6 +305,8 @@ enum HummockCommands {
         /// KVs that are matched with the user key are printed.
         #[clap(long)]
         user_key: String,
+        #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+        use_new_object_prefix_strategy: bool,
     },
     PrintVersionDeltaInArchive {
         /// The ident of the archive file in object store. It's also the first Hummock version id of this archive.
@@ -313,6 +318,8 @@ enum HummockCommands {
         /// Version deltas that are related to the SST id are printed.
         #[clap(long)]
         sst_id: u64,
+        #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+        use_new_object_prefix_strategy: bool,
     },
 }
 
@@ -324,6 +331,9 @@ enum TableCommands {
         mv_name: String,
         // data directory for hummock state store. None: use default
         data_dir: Option<String>,
+
+        #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+        use_new_object_prefix_strategy: bool,
     },
     /// scan a state table using Id
     ScanById {
@@ -331,6 +341,8 @@ enum TableCommands {
         table_id: u32,
         // data directory for hummock state store. None: use default
         data_dir: Option<String>,
+        #[clap(short, long = "use-new-object-prefix-strategy", default_value = "true")]
+        use_new_object_prefix_strategy: bool,
     },
     /// list all state tables
     List,
@@ -640,8 +652,16 @@ async fn start_impl(opts: CliOpts, context: &CtlContext) -> Result<()> {
             epoch,
             table_id,
             data_dir,
+            use_new_object_prefix_strategy,
         }) => {
-            cmd_impl::hummock::list_kv(context, epoch, table_id, data_dir).await?;
+            cmd_impl::hummock::list_kv(
+                context,
+                epoch,
+                table_id,
+                data_dir,
+                use_new_object_prefix_strategy,
+            )
+            .await?;
         }
         Commands::Hummock(HummockCommands::SstDump(args)) => {
             cmd_impl::hummock::sst_dump(context, args).await.unwrap()
@@ -764,12 +784,14 @@ async fn start_impl(opts: CliOpts, context: &CtlContext) -> Result<()> {
             archive_ids,
             data_dir,
             sst_id,
+            use_new_object_prefix_strategy,
         }) => {
             cmd_impl::hummock::print_version_delta_in_archive(
                 context,
                 archive_ids,
                 data_dir,
                 sst_id,
+                use_new_object_prefix_strategy,
             )
             .await?;
         }
@@ -777,15 +799,32 @@ async fn start_impl(opts: CliOpts, context: &CtlContext) -> Result<()> {
             archive_ids,
             data_dir,
             user_key,
+            use_new_object_prefix_strategy,
         }) => {
-            cmd_impl::hummock::print_user_key_in_archive(context, archive_ids, data_dir, user_key)
-                .await?;
+            cmd_impl::hummock::print_user_key_in_archive(
+                context,
+                archive_ids,
+                data_dir,
+                user_key,
+                use_new_object_prefix_strategy,
+            )
+            .await?;
         }
-        Commands::Table(TableCommands::Scan { mv_name, data_dir }) => {
-            cmd_impl::table::scan(context, mv_name, data_dir).await?
+        Commands::Table(TableCommands::Scan {
+            mv_name,
+            data_dir,
+            use_new_object_prefix_strategy,
+        }) => {
+            cmd_impl::table::scan(context, mv_name, data_dir, use_new_object_prefix_strategy)
+                .await?
         }
-        Commands::Table(TableCommands::ScanById { table_id, data_dir }) => {
-            cmd_impl::table::scan_id(context, table_id, data_dir).await?
+        Commands::Table(TableCommands::ScanById {
+            table_id,
+            data_dir,
+            use_new_object_prefix_strategy,
+        }) => {
+            cmd_impl::table::scan_id(context, table_id, data_dir, use_new_object_prefix_strategy)
+                .await?
         }
         Commands::Table(TableCommands::List) => cmd_impl::table::list(context).await?,
         Commands::Bench(cmd) => cmd_impl::bench::do_bench(context, cmd).await?,
diff --git a/src/expr/impl/src/scalar/extract.rs b/src/expr/impl/src/scalar/extract.rs
index 080c41037736f..74a50cf6869ec 100644
--- a/src/expr/impl/src/scalar/extract.rs
+++ b/src/expr/impl/src/scalar/extract.rs
@@ -65,7 +65,7 @@ fn extract_from_timelike(time: impl Timelike, unit: Unit) -> Decimal {
 fn extract_from_date(date: Date, unit: &Unit) -> Decimal {
     match unit {
         Epoch => {
-            let epoch = date.0.and_time(NaiveTime::default()).timestamp();
+            let epoch = date.0.and_time(NaiveTime::default()).and_utc().timestamp();
             epoch.into()
         }
         Julian => {
@@ -92,11 +92,12 @@ fn extract_from_time(time: Time, unit: &Unit) -> Decimal {
 fn extract_from_timestamp(timestamp: Timestamp, unit: &Unit) -> Decimal {
     match unit {
         Epoch => {
-            let epoch = timestamp.0.timestamp_micros();
+            let epoch = timestamp.0.and_utc().timestamp_micros();
             Decimal::from_i128_with_scale(epoch as i128, 6)
         }
         Julian => {
-            let epoch = Decimal::from_i128_with_scale(timestamp.0.timestamp_micros() as i128, 6);
+            let epoch =
+                Decimal::from_i128_with_scale(timestamp.0.and_utc().timestamp_micros() as i128, 6);
             epoch / (24 * 60 * 60).into() + 2_440_588.into()
         }
         _ if unit.is_date_unit() => extract_from_datelike(timestamp.0.date(), *unit),
diff --git a/src/expr/impl/src/scalar/to_char.rs b/src/expr/impl/src/scalar/to_char.rs
index eef011d29ef00..7c9e859675d03 100644
--- a/src/expr/impl/src/scalar/to_char.rs
+++ b/src/expr/impl/src/scalar/to_char.rs
@@ -351,6 +351,7 @@ fn format_inner(w: &mut impl Write, interval: Interval, item: &Item<'_>) -> Resu
                 | WeekFromMon | IsoYearDiv100 | Timestamp | YearDiv100 | Internal(_) => {
                     unreachable!()
                 }
+                _ => unreachable!(),
             }
             Ok(())
         }
@@ -395,6 +396,7 @@ fn format_inner(w: &mut impl Write, interval: Interval, item: &Item<'_>) -> Resu
                 | Nanosecond9
                 | RFC2822
                 | RFC3339 => unreachable!(),
+                _ => unreachable!(),
             }
         }
         Item::Error => Err(invalid_pattern_err()),
diff --git a/src/expr/impl/src/scalar/tumble.rs b/src/expr/impl/src/scalar/tumble.rs
index 3e383e59236ee..bf6f32253207a 100644
--- a/src/expr/impl/src/scalar/tumble.rs
+++ b/src/expr/impl/src/scalar/tumble.rs
@@ -38,7 +38,7 @@ pub fn tumble_start_date(timestamp: Date, window_size: Interval) -> Result<Times
 
 #[function("tumble_start(timestamp, interval) -> timestamp")]
 pub fn tumble_start_date_time(timestamp: Timestamp, window_size: Interval) -> Result<Timestamp> {
-    let timestamp_micro_second = timestamp.0.timestamp_micros();
+    let timestamp_micro_second = timestamp.0.and_utc().timestamp_micros();
     let window_start_micro_second = get_window_start(timestamp_micro_second, window_size)?;
     Ok(Timestamp::from_timestamp_uncheck(
         window_start_micro_second / 1_000_000,
@@ -72,7 +72,7 @@ pub fn tumble_start_offset_date_time(
     window_size: Interval,
     offset: Interval,
 ) -> Result<Timestamp> {
-    let timestamp_micro_second = time.0.timestamp_micros();
+    let timestamp_micro_second = time.0.and_utc().timestamp_micros();
     let window_start_micro_second =
         get_window_start_with_offset(timestamp_micro_second, window_size, offset)?;
 
diff --git a/src/frontend/planner_test/tests/testdata/input/over_window_function.yaml b/src/frontend/planner_test/tests/testdata/input/over_window_function.yaml
index 4406089b273b8..09f9c1aa6ecc4 100644
--- a/src/frontend/planner_test/tests/testdata/input/over_window_function.yaml
+++ b/src/frontend/planner_test/tests/testdata/input/over_window_function.yaml
@@ -591,3 +591,53 @@
     from t;
   expected_outputs:
     - binder_error
+
+# Session frames
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        first_value(i) over (partition by bi order by i session with gap 10) as col1,
+        first_value(bi) over (partition by i order by bi session with gap 10) as col2,
+        first_value(i) over (partition by bi order by d session with gap 1.5) as col3,
+        first_value(i) over (partition by bi order by f session with gap 1.5) as col4,
+        -- first_value(i) over (partition by bi order by da session with gap '1 day') as col5, -- `date` not supported yet
+        -- first_value(i) over (partition by bi order by t session with gap '1 min') as col6, -- `time` not supported yet
+        first_value(i) over (partition by bi order by ts session with gap '1 day 1 hour') as col7,
+        first_value(i) over (partition by bi order by tstz session with gap '1 min') as col8
+    from t;
+  expected_outputs:
+    - logical_plan
+    - optimized_logical_plan_for_stream
+    - stream_error # not supported yet
+    - batch_plan
+- sql: |
+    create table t (i int, bi bigint, ts timestamp, watermark for ts as ts - interval '1 minute') append only;
+    select
+        first_value(i) over (partition by bi order by ts session with gap '10 minutes') as window_start,
+        last_value(i) over (partition by bi order by ts session with gap '10 minutes') as window_end
+    from t;
+  expected_outputs:
+    - logical_plan
+    - eowc_stream_plan
+    - batch_plan
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        count(*) over (partition by 1::int order by da session with gap '1 day') -- `date` not supported yet
+    from t;
+  expected_outputs:
+    - binder_error
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        count(*) over (partition by 1::int order by t session with gap '1 min') -- `time` not supported yet
+    from t;
+  expected_outputs:
+    - binder_error
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        count(*) over (partition by 1::int order by tstz session with gap '1 day 1 hour') -- `timestamptz` +/- 'x month x day' not supported yet
+    from t;
+  expected_outputs:
+    - binder_error
diff --git a/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml b/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml
index 14d6d59885b40..3449606ad97ba 100644
--- a/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml
+++ b/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml
@@ -1235,3 +1235,115 @@
     Caused by these errors (recent errors listed first):
       1: Expr error
       2: for frame order column of type `timestamptz`, offset should not have non-zero `month` and `day`
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        first_value(i) over (partition by bi order by i session with gap 10) as col1,
+        first_value(bi) over (partition by i order by bi session with gap 10) as col2,
+        first_value(i) over (partition by bi order by d session with gap 1.5) as col3,
+        first_value(i) over (partition by bi order by f session with gap 1.5) as col4,
+        -- first_value(i) over (partition by bi order by da session with gap '1 day') as col5, -- `date` not supported yet
+        -- first_value(i) over (partition by bi order by t session with gap '1 min') as col6, -- `time` not supported yet
+        first_value(i) over (partition by bi order by ts session with gap '1 day 1 hour') as col7,
+        first_value(i) over (partition by bi order by tstz session with gap '1 min') as col8
+    from t;
+  logical_plan: |-
+    LogicalProject { exprs: [first_value, first_value, first_value, first_value, first_value, first_value] }
+    └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.i ASC SESSION WITH GAP 10), first_value(t.bi) OVER(PARTITION BY t.i ORDER BY t.bi ASC SESSION WITH GAP 10), first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.d ASC SESSION WITH GAP 1.5), first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.f ASC SESSION WITH GAP 1.5), first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 1 day 01:00:00), first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.tstz ASC SESSION WITH GAP 00:01:00)] }
+      └─LogicalProject { exprs: [t.i, t.bi, t.d, t.f, t.da, t.t, t.ts, t.tstz, t.itv, t._row_id] }
+        └─LogicalScan { table: t, columns: [t.i, t.bi, t.d, t.f, t.da, t.t, t.ts, t.tstz, t.itv, t._row_id] }
+  optimized_logical_plan_for_stream: |-
+    LogicalProject { exprs: [first_value, first_value, first_value, first_value, first_value, first_value] }
+    └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.tstz ASC SESSION WITH GAP 00:01:00)] }
+      └─LogicalProject { exprs: [t.i, t.bi, t.tstz, first_value, first_value, first_value, first_value, first_value] }
+        └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 1 day 01:00:00)] }
+          └─LogicalProject { exprs: [t.i, t.bi, t.ts, t.tstz, first_value, first_value, first_value, first_value] }
+            └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.f ASC SESSION WITH GAP 1.5)] }
+              └─LogicalProject { exprs: [t.i, t.bi, t.f, t.ts, t.tstz, first_value, first_value, first_value] }
+                └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.d ASC SESSION WITH GAP 1.5)] }
+                  └─LogicalOverWindow { window_functions: [first_value(t.bi) OVER(PARTITION BY t.i ORDER BY t.bi ASC SESSION WITH GAP 10)] }
+                    └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.i ASC SESSION WITH GAP 10)] }
+                      └─LogicalScan { table: t, columns: [t.i, t.bi, t.d, t.f, t.ts, t.tstz] }
+  batch_plan: |-
+    BatchExchange { order: [], dist: Single }
+    └─BatchProject { exprs: [first_value, first_value, first_value, first_value, first_value, first_value] }
+      └─BatchOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.tstz ASC SESSION WITH GAP 00:01:00)] }
+        └─BatchSort { order: [t.bi ASC, t.tstz ASC] }
+          └─BatchProject { exprs: [t.i, t.bi, t.tstz, first_value, first_value, first_value, first_value, first_value] }
+            └─BatchOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 1 day 01:00:00)] }
+              └─BatchSort { order: [t.bi ASC, t.ts ASC] }
+                └─BatchProject { exprs: [t.i, t.bi, t.ts, t.tstz, first_value, first_value, first_value, first_value] }
+                  └─BatchOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.f ASC SESSION WITH GAP 1.5)] }
+                    └─BatchSort { order: [t.bi ASC, t.f ASC] }
+                      └─BatchProject { exprs: [t.i, t.bi, t.f, t.ts, t.tstz, first_value, first_value, first_value] }
+                        └─BatchOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.d ASC SESSION WITH GAP 1.5)] }
+                          └─BatchExchange { order: [t.bi ASC, t.d ASC], dist: HashShard(t.bi) }
+                            └─BatchSort { order: [t.bi ASC, t.d ASC] }
+                              └─BatchOverWindow { window_functions: [first_value(t.bi) OVER(PARTITION BY t.i ORDER BY t.bi ASC SESSION WITH GAP 10)] }
+                                └─BatchExchange { order: [t.i ASC, t.bi ASC], dist: HashShard(t.i) }
+                                  └─BatchSort { order: [t.i ASC, t.bi ASC] }
+                                    └─BatchOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.i ASC SESSION WITH GAP 10)] }
+                                      └─BatchExchange { order: [t.bi ASC, t.i ASC], dist: HashShard(t.bi) }
+                                        └─BatchSort { order: [t.bi ASC, t.i ASC] }
+                                          └─BatchScan { table: t, columns: [t.i, t.bi, t.d, t.f, t.ts, t.tstz], distribution: SomeShard }
+  stream_error: |-
+    Feature is not yet implemented: Session frame is not yet supported in general streaming mode. Please consider using Emit-On-Window-Close mode.
+    No tracking issue yet. Feel free to submit a feature request at https://github.com/risingwavelabs/risingwave/issues/new?labels=type%2Ffeature&template=feature_request.yml
+- sql: |
+    create table t (i int, bi bigint, ts timestamp, watermark for ts as ts - interval '1 minute') append only;
+    select
+        first_value(i) over (partition by bi order by ts session with gap '10 minutes') as window_start,
+        last_value(i) over (partition by bi order by ts session with gap '10 minutes') as window_end
+    from t;
+  logical_plan: |-
+    LogicalProject { exprs: [first_value, last_value] }
+    └─LogicalOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 00:10:00), last_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 00:10:00)] }
+      └─LogicalProject { exprs: [t.i, t.bi, t.ts, t._row_id] }
+        └─LogicalScan { table: t, columns: [t.i, t.bi, t.ts, t._row_id] }
+  batch_plan: |-
+    BatchExchange { order: [], dist: Single }
+    └─BatchProject { exprs: [first_value, last_value] }
+      └─BatchOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 00:10:00), last_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 00:10:00)] }
+        └─BatchExchange { order: [t.bi ASC, t.ts ASC], dist: HashShard(t.bi) }
+          └─BatchSort { order: [t.bi ASC, t.ts ASC] }
+            └─BatchScan { table: t, columns: [t.i, t.bi, t.ts], distribution: SomeShard }
+  eowc_stream_plan: |-
+    StreamMaterialize { columns: [window_start, window_end, t._row_id(hidden), t.bi(hidden)], stream_key: [t._row_id, t.bi], pk_columns: [t._row_id, t.bi], pk_conflict: NoCheck }
+    └─StreamProject { exprs: [first_value, last_value, t._row_id, t.bi] }
+      └─StreamEowcOverWindow { window_functions: [first_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 00:10:00), last_value(t.i) OVER(PARTITION BY t.bi ORDER BY t.ts ASC SESSION WITH GAP 00:10:00)] }
+        └─StreamEowcSort { sort_column: t.ts }
+          └─StreamExchange { dist: HashShard(t.bi) }
+            └─StreamTableScan { table: t, columns: [t.i, t.bi, t.ts, t._row_id], stream_scan_type: ArrangementBackfill, stream_key: [t._row_id], pk: [_row_id], dist: UpstreamHashShard(t._row_id) }
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        count(*) over (partition by 1::int order by da session with gap '1 day') -- `date` not supported yet
+    from t;
+  binder_error: |
+    Failed to bind expression: count(*) OVER (PARTITION BY CAST(1 AS INT) ORDER BY da SESSION WITH GAP '1 day')
+
+    Caused by:
+      Feature is not yet implemented: `SESSION` frame with offset of type `date` is not implemented yet, please manually cast the `ORDER BY` column to `timestamp`
+    No tracking issue yet. Feel free to submit a feature request at https://github.com/risingwavelabs/risingwave/issues/new?labels=type%2Ffeature&template=feature_request.yml
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        count(*) over (partition by 1::int order by t session with gap '1 min') -- `time` not supported yet
+    from t;
+  binder_error: |
+    Failed to bind expression: count(*) OVER (PARTITION BY CAST(1 AS INT) ORDER BY t SESSION WITH GAP '1 min')
+
+    Caused by:
+      Feature is not yet implemented: `SESSION` frame with offset of type `time without time zone` is not implemented yet, please manually cast the `ORDER BY` column to `timestamp`
+    No tracking issue yet. Feel free to submit a feature request at https://github.com/risingwavelabs/risingwave/issues/new?labels=type%2Ffeature&template=feature_request.yml
+- sql: |
+    create table t (i int, bi bigint, d decimal, f float, da date, t time, ts timestamp, tstz timestamptz, itv interval);
+    select
+        count(*) over (partition by 1::int order by tstz session with gap '1 day 1 hour') -- `timestamptz` +/- 'x month x day' not supported yet
+    from t;
+  binder_error: |
+    Failed to bind expression: count(*) OVER (PARTITION BY CAST(1 AS INT) ORDER BY tstz SESSION WITH GAP '1 day 1 hour')
+
+    Caused by these errors (recent errors listed first):
+      1: Expr error
+      2: for session order column of type `timestamptz`, gap should not have non-zero `month` and `day`
diff --git a/src/frontend/src/binder/bind_param.rs b/src/frontend/src/binder/bind_param.rs
index 6c3be04d4ee90..b4bbaf420e0c9 100644
--- a/src/frontend/src/binder/bind_param.rs
+++ b/src/frontend/src/binder/bind_param.rs
@@ -21,7 +21,7 @@ use risingwave_common::types::{Datum, ScalarImpl};
 use super::statement::RewriteExprsRecursive;
 use super::BoundStatement;
 use crate::error::{ErrorCode, Result};
-use crate::expr::{Expr, ExprImpl, ExprRewriter, Literal};
+use crate::expr::{default_rewrite_expr, Expr, ExprImpl, ExprRewriter, Literal};
 
 /// Rewrites parameter expressions to literals.
 pub(crate) struct ParamRewriter {
@@ -47,22 +47,7 @@ impl ExprRewriter for ParamRewriter {
         if self.error.is_some() {
             return expr;
         }
-        match expr {
-            ExprImpl::InputRef(inner) => self.rewrite_input_ref(*inner),
-            ExprImpl::Literal(inner) => self.rewrite_literal(*inner),
-            ExprImpl::FunctionCall(inner) => self.rewrite_function_call(*inner),
-            ExprImpl::FunctionCallWithLambda(inner) => {
-                self.rewrite_function_call_with_lambda(*inner)
-            }
-            ExprImpl::AggCall(inner) => self.rewrite_agg_call(*inner),
-            ExprImpl::Subquery(inner) => self.rewrite_subquery(*inner),
-            ExprImpl::CorrelatedInputRef(inner) => self.rewrite_correlated_input_ref(*inner),
-            ExprImpl::TableFunction(inner) => self.rewrite_table_function(*inner),
-            ExprImpl::WindowFunction(inner) => self.rewrite_window_function(*inner),
-            ExprImpl::UserDefinedFunction(inner) => self.rewrite_user_defined_function(*inner),
-            ExprImpl::Parameter(inner) => self.rewrite_parameter(*inner),
-            ExprImpl::Now(inner) => self.rewrite_now(*inner),
-        }
+        default_rewrite_expr(self, expr)
     }
 
     fn rewrite_subquery(&mut self, mut subquery: crate::expr::Subquery) -> ExprImpl {
diff --git a/src/frontend/src/binder/expr/function.rs b/src/frontend/src/binder/expr/function.rs
index 74162c35e9820..09c05a29695dc 100644
--- a/src/frontend/src/binder/expr/function.rs
+++ b/src/frontend/src/binder/expr/function.rs
@@ -23,15 +23,15 @@ use risingwave_common::array::ListValue;
 use risingwave_common::catalog::{INFORMATION_SCHEMA_SCHEMA_NAME, PG_CATALOG_SCHEMA_NAME};
 use risingwave_common::session_config::USER_NAME_WILD_CARD;
 use risingwave_common::types::{data_types, DataType, ScalarImpl, Timestamptz};
-use risingwave_common::{bail_not_implemented, current_cluster_version, no_function};
+use risingwave_common::{bail_not_implemented, current_cluster_version, must_match, no_function};
 use risingwave_expr::aggregate::{agg_kinds, AggKind};
 use risingwave_expr::window_function::{
     Frame, FrameBound, FrameBounds, FrameExclusion, RangeFrameBounds, RangeFrameOffset,
-    RowsFrameBounds, WindowFuncKind,
+    RowsFrameBounds, SessionFrameBounds, SessionFrameGap, WindowFuncKind,
 };
 use risingwave_sqlparser::ast::{
-    self, Function, FunctionArg, FunctionArgExpr, Ident, WindowFrameBound, WindowFrameExclusion,
-    WindowFrameUnits, WindowSpec,
+    self, Function, FunctionArg, FunctionArgExpr, Ident, WindowFrameBound, WindowFrameBounds,
+    WindowFrameExclusion, WindowFrameUnits, WindowSpec,
 };
 use risingwave_sqlparser::parser::ParserError;
 use thiserror_ext::AsReport;
@@ -630,34 +630,35 @@ impl Binder {
             };
             let bounds = match frame.units {
                 WindowFrameUnits::Rows => {
-                    let (start, end) =
-                        self.bind_window_frame_usize_bounds(frame.start_bound, frame.end_bound)?;
+                    let (start, end) = must_match!(frame.bounds, WindowFrameBounds::Bounds { start, end } => (start, end));
+                    let (start, end) = self.bind_window_frame_usize_bounds(start, end)?;
                     FrameBounds::Rows(RowsFrameBounds { start, end })
                 }
-                WindowFrameUnits::Range => {
+                unit @ (WindowFrameUnits::Range | WindowFrameUnits::Session) => {
                     let order_by_expr = order_by
                         .sort_exprs
                         .iter()
-                        // for `RANGE` frame, there should be exactly one `ORDER BY` column
+                        // for `RANGE | SESSION` frame, there should be exactly one `ORDER BY` column
                         .exactly_one()
                         .map_err(|_| {
-                            ErrorCode::InvalidInputSyntax(
-                                "there should be exactly one ordering column for `RANGE` frame"
-                                    .to_string(),
-                            )
+                            ErrorCode::InvalidInputSyntax(format!(
+                                "there should be exactly one ordering column for `{}` frame",
+                                unit
+                            ))
                         })?;
                     let order_data_type = order_by_expr.expr.return_type();
                     let order_type = order_by_expr.order_type;
 
                     let offset_data_type = match &order_data_type {
-                        // for numeric ordering columns, `offset` should be the same type
+                        // for numeric ordering columns, `offset`/`gap` should be the same type
                         // NOTE: actually in PG it can be a larger type, but we don't support this here
                         t @ data_types::range_frame_numeric!() => t.clone(),
-                        // for datetime ordering columns, `offset` should be interval
+                        // for datetime ordering columns, `offset`/`gap` should be interval
                         t @ data_types::range_frame_datetime!() => {
                             if matches!(t, DataType::Date | DataType::Time) {
                                 bail_not_implemented!(
-                                    "`RANGE` frame with offset of type `{}` is not implemented yet, please manually cast the `ORDER BY` column to `timestamp`",
+                                    "`{}` frame with offset of type `{}` is not implemented yet, please manually cast the `ORDER BY` column to `timestamp`",
+                                    unit,
                                     t
                                 );
                             }
@@ -667,8 +668,8 @@ impl Binder {
                         t => {
                             return Err(ErrorCode::NotSupported(
                                 format!(
-                                    "`RANGE` frame with offset of type `{}` is not supported",
-                                    t
+                                    "`{}` frame with offset of type `{}` is not supported",
+                                    unit, t
                                 ),
                                 "Please re-consider the `ORDER BY` column".to_string(),
                             )
@@ -676,18 +677,31 @@ impl Binder {
                         }
                     };
 
-                    let (start, end) = self.bind_window_frame_scalar_impl_bounds(
-                        frame.start_bound,
-                        frame.end_bound,
-                        &offset_data_type,
-                    )?;
-                    FrameBounds::Range(RangeFrameBounds {
-                        order_data_type,
-                        order_type,
-                        offset_data_type,
-                        start: start.map(RangeFrameOffset::new),
-                        end: end.map(RangeFrameOffset::new),
-                    })
+                    if unit == WindowFrameUnits::Range {
+                        let (start, end) = must_match!(frame.bounds, WindowFrameBounds::Bounds { start, end } => (start, end));
+                        let (start, end) = self.bind_window_frame_scalar_impl_bounds(
+                            start,
+                            end,
+                            &offset_data_type,
+                        )?;
+                        FrameBounds::Range(RangeFrameBounds {
+                            order_data_type,
+                            order_type,
+                            offset_data_type,
+                            start: start.map(RangeFrameOffset::new),
+                            end: end.map(RangeFrameOffset::new),
+                        })
+                    } else {
+                        let gap = must_match!(frame.bounds, WindowFrameBounds::Gap(gap) => gap);
+                        let gap_value =
+                            self.bind_window_frame_bound_offset(*gap, offset_data_type.clone())?;
+                        FrameBounds::Session(SessionFrameBounds {
+                            order_data_type,
+                            order_type,
+                            gap_data_type: offset_data_type,
+                            gap: SessionFrameGap::new(gap_value),
+                        })
+                    }
                 }
                 WindowFrameUnits::Groups => {
                     bail_not_implemented!(
@@ -782,13 +796,13 @@ impl Binder {
         let mut offset = self.bind_expr(offset)?;
         if !offset.is_const() {
             return Err(ErrorCode::InvalidInputSyntax(
-                "offset in window frame bounds must be constant".to_string(),
+                "offset/gap in window frame bounds must be constant".to_string(),
             )
             .into());
         }
         if offset.cast_implicit_mut(cast_to.clone()).is_err() {
             return Err(ErrorCode::InvalidInputSyntax(format!(
-                "offset in window frame bounds must be castable to {}",
+                "offset/gap in window frame bounds must be castable to {}",
                 cast_to
             ))
             .into());
@@ -796,7 +810,7 @@ impl Binder {
         let offset = offset.fold_const()?;
         let Some(offset) = offset else {
             return Err(ErrorCode::InvalidInputSyntax(
-                "offset in window frame bounds must not be NULL".to_string(),
+                "offset/gap in window frame bounds must not be NULL".to_string(),
             )
             .into());
         };
@@ -1242,6 +1256,7 @@ impl Binder {
                 ("pg_get_userbyid", raw_call(ExprType::PgGetUserbyid)),
                 ("pg_get_indexdef", raw_call(ExprType::PgGetIndexdef)),
                 ("pg_get_viewdef", raw_call(ExprType::PgGetViewdef)),
+                ("pg_index_column_has_property", raw_call(ExprType::PgIndexColumnHasProperty)),
                 ("pg_relation_size", raw(|_binder, mut inputs|{
                     if inputs.is_empty() {
                         return Err(ErrorCode::ExprError(
diff --git a/src/frontend/src/catalog/index_catalog.rs b/src/frontend/src/catalog/index_catalog.rs
index 7e13c365407e1..098eca22af9ee 100644
--- a/src/frontend/src/catalog/index_catalog.rs
+++ b/src/frontend/src/catalog/index_catalog.rs
@@ -21,7 +21,7 @@ use itertools::Itertools;
 use risingwave_common::catalog::{Field, IndexId, Schema};
 use risingwave_common::util::epoch::Epoch;
 use risingwave_common::util::sort_util::ColumnOrder;
-use risingwave_pb::catalog::{PbIndex, PbStreamJobStatus};
+use risingwave_pb::catalog::{PbIndex, PbIndexColumnProperties, PbStreamJobStatus};
 
 use crate::catalog::{DatabaseId, OwnedByUserCatalog, SchemaId, TableCatalog};
 use crate::expr::{Expr, ExprDisplay, ExprImpl, FunctionCall};
@@ -40,6 +40,10 @@ pub struct IndexCatalog {
     /// The input args of `FuncCall` is also the column index of the primary table.
     pub index_item: Vec<ExprImpl>,
 
+    /// The properties of the index columns.
+    /// <https://www.postgresql.org/docs/current/functions-info.html#FUNCTIONS-INFO-INDEX-COLUMN-PROPS>
+    pub index_column_properties: Vec<PbIndexColumnProperties>,
+
     pub index_table: Arc<TableCatalog>,
 
     pub primary_table: Arc<TableCatalog>,
@@ -112,6 +116,7 @@ impl IndexCatalog {
             id: index_prost.id.into(),
             name: index_prost.name.clone(),
             index_item,
+            index_column_properties: index_prost.index_column_properties.clone(),
             index_table: Arc::new(index_table.clone()),
             primary_table: Arc::new(primary_table.clone()),
             primary_to_secondary_mapping,
@@ -179,6 +184,7 @@ impl IndexCatalog {
                 .iter()
                 .map(|expr| expr.to_expr_proto())
                 .collect_vec(),
+            index_column_properties: self.index_column_properties.clone(),
             index_columns_len: self.index_columns_len,
             initialized_at_epoch: self.initialized_at_epoch.map(|e| e.0),
             created_at_epoch: self.created_at_epoch.map(|e| e.0),
@@ -188,6 +194,11 @@ impl IndexCatalog {
         }
     }
 
+    /// Get the column properties of the index column.
+    pub fn get_column_properties(&self, column_idx: usize) -> Option<PbIndexColumnProperties> {
+        self.index_column_properties.get(column_idx).cloned()
+    }
+
     pub fn get_column_def(&self, column_idx: usize) -> Option<String> {
         if let Some(col) = self.index_table.columns.get(column_idx) {
             if col.is_hidden {
diff --git a/src/frontend/src/catalog/system_catalog/pg_catalog/pg_attribute.rs b/src/frontend/src/catalog/system_catalog/pg_catalog/pg_attribute.rs
index a0bf9190df2cb..89197e8f95dab 100644
--- a/src/frontend/src/catalog/system_catalog/pg_catalog/pg_attribute.rs
+++ b/src/frontend/src/catalog/system_catalog/pg_catalog/pg_attribute.rs
@@ -39,6 +39,7 @@ use risingwave_frontend_macro::system_catalog;
               ELSE ''::varchar
             END AS attgenerated,
             -1 AS atttypmod,
+            NULL::text[] AS attoptions,
             0 AS attcollation
         FROM rw_catalog.rw_columns c
         WHERE c.is_hidden = false"
@@ -56,5 +57,6 @@ struct PgAttribute {
     attidentity: String,
     attgenerated: String,
     atttypmod: i32,
+    attoptions: Vec<String>,
     attcollation: i32,
 }
diff --git a/src/frontend/src/catalog/system_catalog/pg_catalog/pg_index.rs b/src/frontend/src/catalog/system_catalog/pg_catalog/pg_index.rs
index b91bd9b698cbe..f370b8615ad48 100644
--- a/src/frontend/src/catalog/system_catalog/pg_catalog/pg_index.rs
+++ b/src/frontend/src/catalog/system_catalog/pg_catalog/pg_index.rs
@@ -39,7 +39,34 @@ use risingwave_frontend_macro::system_catalog;
         true AS indisready,
         true AS indislive,
         false AS indisreplident
-    FROM rw_catalog.rw_indexes"
+    FROM rw_catalog.rw_indexes
+    UNION ALL
+    SELECT c.relation_id AS indexrelid,
+        c.relation_id AS indrelid,
+        COUNT(*)::smallint AS indnatts,
+        COUNT(*)::smallint AS indnkeyatts,
+        true AS indisunique,
+        ARRAY_AGG(c.position)::smallint[] AS indkey,
+        ARRAY[]::smallint[] as indoption,
+        NULL AS indexprs,
+        NULL AS indpred,
+        TRUE AS indisprimary,
+        ARRAY[]::int[] AS indclass,
+        false AS indisexclusion,
+        true AS indimmediate,
+        false AS indisclustered,
+        true AS indisvalid,
+        false AS indcheckxmin,
+        true AS indisready,
+        true AS indislive,
+        false AS indisreplident
+    FROM rw_catalog.rw_columns c
+    WHERE c.is_primary_key = true AND c.is_hidden = false
+    AND c.relation_id IN (
+        SELECT id
+        FROM rw_catalog.rw_tables
+    )
+    GROUP BY c.relation_id"
 )]
 #[derive(Fields)]
 struct PgIndex {
diff --git a/src/frontend/src/catalog/system_catalog/pg_catalog/pg_indexes.rs b/src/frontend/src/catalog/system_catalog/pg_catalog/pg_indexes.rs
index e35aba9567ae2..a602e71804777 100644
--- a/src/frontend/src/catalog/system_catalog/pg_catalog/pg_indexes.rs
+++ b/src/frontend/src/catalog/system_catalog/pg_catalog/pg_indexes.rs
@@ -28,6 +28,19 @@ use risingwave_frontend_macro::system_catalog;
         FROM rw_catalog.rw_indexes i
         JOIN rw_catalog.rw_tables t ON i.primary_table_id = t.id
         JOIN rw_catalog.rw_schemas s ON i.schema_id = s.id
+    UNION ALL
+    SELECT s.name AS schemaname,
+            t.name AS tablename,
+            concat(t.name, '_pkey') AS indexname,
+            NULL AS tablespace,
+            '' AS indexdef
+        FROM rw_catalog.rw_tables t
+        JOIN rw_catalog.rw_schemas s ON t.schema_id = s.id
+        WHERE t.id IN (
+            SELECT DISTINCT relation_id
+            FROM rw_catalog.rw_columns
+            WHERE is_primary_key = true AND is_hidden = false
+        )
     "
 )]
 #[derive(Fields)]
diff --git a/src/frontend/src/expr/expr_rewriter.rs b/src/frontend/src/expr/expr_rewriter.rs
index 4d5b960d654dc..6300f9d5e8858 100644
--- a/src/frontend/src/expr/expr_rewriter.rs
+++ b/src/frontend/src/expr/expr_rewriter.rs
@@ -12,33 +12,59 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use risingwave_common::util::recursive::{tracker, Recurse};
+
 use super::{
     AggCall, CorrelatedInputRef, ExprImpl, FunctionCall, FunctionCallWithLambda, InputRef, Literal,
-    Parameter, Subquery, TableFunction, UserDefinedFunction, WindowFunction,
+    Parameter, Subquery, TableFunction, UserDefinedFunction, WindowFunction, EXPR_DEPTH_THRESHOLD,
+    EXPR_TOO_DEEP_NOTICE,
 };
 use crate::expr::Now;
+use crate::session::current::notice_to_user;
+
+/// The default implementation of [`ExprRewriter::rewrite_expr`] that simply dispatches to other
+/// methods based on the type of the expression.
+///
+/// You can use this function as a helper to reduce boilerplate code when implementing the trait.
+// TODO: This is essentially a mimic of `super` pattern from OO languages. Ideally, we should
+// adopt the style proposed in https://github.com/risingwavelabs/risingwave/issues/13477.
+pub fn default_rewrite_expr<R: ExprRewriter + ?Sized>(
+    rewriter: &mut R,
+    expr: ExprImpl,
+) -> ExprImpl {
+    // TODO: Implementors may choose to not use this function at all, in which case we will fail
+    // to track the recursion and grow the stack as necessary. The current approach is only a
+    // best-effort attempt to prevent stack overflow.
+    tracker!().recurse(|t| {
+        if t.depth_reaches(EXPR_DEPTH_THRESHOLD) {
+            notice_to_user(EXPR_TOO_DEEP_NOTICE);
+        }
+
+        match expr {
+            ExprImpl::InputRef(inner) => rewriter.rewrite_input_ref(*inner),
+            ExprImpl::Literal(inner) => rewriter.rewrite_literal(*inner),
+            ExprImpl::FunctionCall(inner) => rewriter.rewrite_function_call(*inner),
+            ExprImpl::FunctionCallWithLambda(inner) => {
+                rewriter.rewrite_function_call_with_lambda(*inner)
+            }
+            ExprImpl::AggCall(inner) => rewriter.rewrite_agg_call(*inner),
+            ExprImpl::Subquery(inner) => rewriter.rewrite_subquery(*inner),
+            ExprImpl::CorrelatedInputRef(inner) => rewriter.rewrite_correlated_input_ref(*inner),
+            ExprImpl::TableFunction(inner) => rewriter.rewrite_table_function(*inner),
+            ExprImpl::WindowFunction(inner) => rewriter.rewrite_window_function(*inner),
+            ExprImpl::UserDefinedFunction(inner) => rewriter.rewrite_user_defined_function(*inner),
+            ExprImpl::Parameter(inner) => rewriter.rewrite_parameter(*inner),
+            ExprImpl::Now(inner) => rewriter.rewrite_now(*inner),
+        }
+    })
+}
 
 /// By default, `ExprRewriter` simply traverses the expression tree and leaves nodes unchanged.
 /// Implementations can override a subset of methods and perform transformation on some particular
 /// types of expression.
 pub trait ExprRewriter {
     fn rewrite_expr(&mut self, expr: ExprImpl) -> ExprImpl {
-        match expr {
-            ExprImpl::InputRef(inner) => self.rewrite_input_ref(*inner),
-            ExprImpl::Literal(inner) => self.rewrite_literal(*inner),
-            ExprImpl::FunctionCall(inner) => self.rewrite_function_call(*inner),
-            ExprImpl::FunctionCallWithLambda(inner) => {
-                self.rewrite_function_call_with_lambda(*inner)
-            }
-            ExprImpl::AggCall(inner) => self.rewrite_agg_call(*inner),
-            ExprImpl::Subquery(inner) => self.rewrite_subquery(*inner),
-            ExprImpl::CorrelatedInputRef(inner) => self.rewrite_correlated_input_ref(*inner),
-            ExprImpl::TableFunction(inner) => self.rewrite_table_function(*inner),
-            ExprImpl::WindowFunction(inner) => self.rewrite_window_function(*inner),
-            ExprImpl::UserDefinedFunction(inner) => self.rewrite_user_defined_function(*inner),
-            ExprImpl::Parameter(inner) => self.rewrite_parameter(*inner),
-            ExprImpl::Now(inner) => self.rewrite_now(*inner),
-        }
+        default_rewrite_expr(self, expr)
     }
 
     fn rewrite_function_call(&mut self, func_call: FunctionCall) -> ExprImpl {
diff --git a/src/frontend/src/expr/expr_visitor.rs b/src/frontend/src/expr/expr_visitor.rs
index 4e0484397ab9e..64b5c61b565dd 100644
--- a/src/frontend/src/expr/expr_visitor.rs
+++ b/src/frontend/src/expr/expr_visitor.rs
@@ -12,10 +12,48 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use risingwave_common::util::recursive::{tracker, Recurse};
+
 use super::{
     AggCall, CorrelatedInputRef, ExprImpl, FunctionCall, FunctionCallWithLambda, InputRef, Literal,
     Now, Parameter, Subquery, TableFunction, UserDefinedFunction, WindowFunction,
+    EXPR_DEPTH_THRESHOLD, EXPR_TOO_DEEP_NOTICE,
 };
+use crate::session::current::notice_to_user;
+
+/// The default implementation of [`ExprVisitor::visit_expr`] that simply dispatches to other
+/// methods based on the type of the expression.
+///
+/// You can use this function as a helper to reduce boilerplate code when implementing the trait.
+// TODO: This is essentially a mimic of `super` pattern from OO languages. Ideally, we should
+// adopt the style proposed in https://github.com/risingwavelabs/risingwave/issues/13477.
+pub fn default_visit_expr<V: ExprVisitor + ?Sized>(visitor: &mut V, expr: &ExprImpl) {
+    // TODO: Implementors may choose to not use this function at all, in which case we will fail
+    // to track the recursion and grow the stack as necessary. The current approach is only a
+    // best-effort attempt to prevent stack overflow.
+    tracker!().recurse(|t| {
+        if t.depth_reaches(EXPR_DEPTH_THRESHOLD) {
+            notice_to_user(EXPR_TOO_DEEP_NOTICE);
+        }
+
+        match expr {
+            ExprImpl::InputRef(inner) => visitor.visit_input_ref(inner),
+            ExprImpl::Literal(inner) => visitor.visit_literal(inner),
+            ExprImpl::FunctionCall(inner) => visitor.visit_function_call(inner),
+            ExprImpl::FunctionCallWithLambda(inner) => {
+                visitor.visit_function_call_with_lambda(inner)
+            }
+            ExprImpl::AggCall(inner) => visitor.visit_agg_call(inner),
+            ExprImpl::Subquery(inner) => visitor.visit_subquery(inner),
+            ExprImpl::CorrelatedInputRef(inner) => visitor.visit_correlated_input_ref(inner),
+            ExprImpl::TableFunction(inner) => visitor.visit_table_function(inner),
+            ExprImpl::WindowFunction(inner) => visitor.visit_window_function(inner),
+            ExprImpl::UserDefinedFunction(inner) => visitor.visit_user_defined_function(inner),
+            ExprImpl::Parameter(inner) => visitor.visit_parameter(inner),
+            ExprImpl::Now(inner) => visitor.visit_now(inner),
+        }
+    })
+}
 
 /// Traverse an expression tree.
 ///
@@ -27,20 +65,7 @@ use super::{
 /// subqueries are not traversed.
 pub trait ExprVisitor {
     fn visit_expr(&mut self, expr: &ExprImpl) {
-        match expr {
-            ExprImpl::InputRef(inner) => self.visit_input_ref(inner),
-            ExprImpl::Literal(inner) => self.visit_literal(inner),
-            ExprImpl::FunctionCall(inner) => self.visit_function_call(inner),
-            ExprImpl::FunctionCallWithLambda(inner) => self.visit_function_call_with_lambda(inner),
-            ExprImpl::AggCall(inner) => self.visit_agg_call(inner),
-            ExprImpl::Subquery(inner) => self.visit_subquery(inner),
-            ExprImpl::CorrelatedInputRef(inner) => self.visit_correlated_input_ref(inner),
-            ExprImpl::TableFunction(inner) => self.visit_table_function(inner),
-            ExprImpl::WindowFunction(inner) => self.visit_window_function(inner),
-            ExprImpl::UserDefinedFunction(inner) => self.visit_user_defined_function(inner),
-            ExprImpl::Parameter(inner) => self.visit_parameter(inner),
-            ExprImpl::Now(inner) => self.visit_now(inner),
-        }
+        default_visit_expr(self, expr)
     }
     fn visit_function_call(&mut self, func_call: &FunctionCall) {
         func_call
diff --git a/src/frontend/src/expr/function_impl/mod.rs b/src/frontend/src/expr/function_impl/mod.rs
index 3a70ebf5db474..a0cff36840b42 100644
--- a/src/frontend/src/expr/function_impl/mod.rs
+++ b/src/frontend/src/expr/function_impl/mod.rs
@@ -19,5 +19,6 @@ mod has_privilege;
 mod pg_get_indexdef;
 mod pg_get_userbyid;
 mod pg_get_viewdef;
+mod pg_index_column_has_property;
 mod pg_indexes_size;
 mod pg_relation_size;
diff --git a/src/frontend/src/expr/function_impl/pg_index_column_has_property.rs b/src/frontend/src/expr/function_impl/pg_index_column_has_property.rs
new file mode 100644
index 0000000000000..fdabf5aefc77e
--- /dev/null
+++ b/src/frontend/src/expr/function_impl/pg_index_column_has_property.rs
@@ -0,0 +1,128 @@
+// Copyright 2024 RisingWave Labs
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use risingwave_expr::{capture_context, function, Result};
+
+use super::context::{CATALOG_READER, DB_NAME};
+use crate::catalog::CatalogReader;
+
+/// Tests whether an index column has the named property.
+///
+/// `index` is the OID of the index.
+/// `column` is the column number (1-based) within the index.
+///
+/// NULL is returned if the property name is not known or does not apply to the particular object,
+/// or if the OID or column number does not identify a valid object.
+///
+/// # Supported Properties
+///
+/// - `asc`: Does the column sort in ascending order on a forward scan?
+/// - `desc`: Does the column sort in descending order on a forward scan?
+/// - `nulls_first`: Does the column sort with nulls first on a forward scan?
+/// - `nulls_last`: Does the column sort with nulls last on a forward scan?
+///
+/// # Examples
+///
+/// ```slt
+/// statement ok
+/// create table t(a int, b int);
+///
+/// statement ok
+/// create index i on t (a asc, b desc);
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 1, 'asc');
+/// ----
+/// t
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 1, 'DESC');
+/// ----
+/// f
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 1, 'nulls_FIRST');
+/// ----
+/// f
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 1, 'nulls_last');
+/// ----
+/// t
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 2, 'asc');
+/// ----
+/// f
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 2, 'desc');
+/// ----
+/// t
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 2, 'nulls_first');
+/// ----
+/// t
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 2, 'nulls_last');
+/// ----
+/// f
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 1, 'gg');    -- invalid property
+/// ----
+/// NULL
+///
+/// query B
+/// select pg_index_column_has_property('i'::regclass, 0, 'asc');   -- column 0 does not exist
+/// ----
+/// NULL
+///
+/// statement ok
+/// drop index i;
+///
+/// statement ok
+/// drop table t;
+/// ```
+#[function("pg_index_column_has_property(int4, int4, varchar) -> boolean")]
+fn pg_index_column_has_property(index: i32, column: i32, property: &str) -> Result<Option<bool>> {
+    pg_index_column_has_property_impl_captured(index, column, property)
+}
+
+#[capture_context(CATALOG_READER, DB_NAME)]
+fn pg_index_column_has_property_impl(
+    catalog: &CatalogReader,
+    db_name: &str,
+    index_id: i32,
+    column_idx: i32,
+    property: &str,
+    // `Result` is not necessary for this function, but it's required by `capture_context`.
+) -> Result<Option<bool>> {
+    let catalog_reader = catalog.read_guard();
+    let Ok(index) = catalog_reader.get_index_by_id(db_name, index_id as u32) else {
+        return Ok(None);
+    };
+    let Some(properties) = index.get_column_properties((column_idx - 1) as usize) else {
+        return Ok(None);
+    };
+    Ok(match property.to_lowercase().as_str() {
+        "asc" => Some(!properties.is_desc),
+        "desc" => Some(properties.is_desc),
+        "nulls_first" => Some(properties.nulls_first),
+        "nulls_last" => Some(!properties.nulls_first),
+        _ => None,
+    })
+}
diff --git a/src/frontend/src/expr/mod.rs b/src/frontend/src/expr/mod.rs
index 03be40f955d79..d14d99766bcc4 100644
--- a/src/frontend/src/expr/mod.rs
+++ b/src/frontend/src/expr/mod.rs
@@ -53,8 +53,8 @@ mod utils;
 pub use agg_call::AggCall;
 pub use correlated_input_ref::{CorrelatedId, CorrelatedInputRef, Depth};
 pub use expr_mutator::ExprMutator;
-pub use expr_rewriter::ExprRewriter;
-pub use expr_visitor::ExprVisitor;
+pub use expr_rewriter::{default_rewrite_expr, ExprRewriter};
+pub use expr_visitor::{default_visit_expr, ExprVisitor};
 pub use function_call::{is_row_function, FunctionCall, FunctionCallDisplay};
 pub use function_call_with_lambda::FunctionCallWithLambda;
 pub use input_ref::{input_ref_to_column_indices, InputRef, InputRefDisplay};
@@ -74,6 +74,10 @@ pub use user_defined_function::UserDefinedFunction;
 pub use utils::*;
 pub use window_function::WindowFunction;
 
+const EXPR_DEPTH_THRESHOLD: usize = 30;
+const EXPR_TOO_DEEP_NOTICE: &str = "Some expression is too complicated. \
+Consider simplifying or splitting the query if you encounter any issues.";
+
 /// the trait of bound expressions
 pub trait Expr: Into<ExprImpl> {
     /// Get the return type of the expr
diff --git a/src/frontend/src/expr/pure.rs b/src/frontend/src/expr/pure.rs
index d03b7507fdfb1..b404fb3408df0 100644
--- a/src/frontend/src/expr/pure.rs
+++ b/src/frontend/src/expr/pure.rs
@@ -270,6 +270,7 @@ impl ExprVisitor for ImpureAnalyzer {
             | Type::PgIndexesSize
             | Type::PgRelationSize
             | Type::PgGetSerialSequence
+            | Type::PgIndexColumnHasProperty
             | Type::HasTablePrivilege
             | Type::HasAnyColumnPrivilege
             | Type::HasSchemaPrivilege
diff --git a/src/frontend/src/handler/create_index.rs b/src/frontend/src/handler/create_index.rs
index 6e9793646c7e7..a0586ab20e4de 100644
--- a/src/frontend/src/handler/create_index.rs
+++ b/src/frontend/src/handler/create_index.rs
@@ -24,7 +24,7 @@ use pgwire::pg_response::{PgResponse, StatementType};
 use risingwave_common::acl::AclMode;
 use risingwave_common::catalog::{IndexId, TableDesc, TableId};
 use risingwave_common::util::sort_util::{ColumnOrder, OrderType};
-use risingwave_pb::catalog::{PbIndex, PbStreamJobStatus, PbTable};
+use risingwave_pb::catalog::{PbIndex, PbIndexColumnProperties, PbStreamJobStatus, PbTable};
 use risingwave_pb::stream_plan::stream_fragment_graph::Parallelism;
 use risingwave_pb::user::grant_privilege::Object;
 use risingwave_sqlparser::ast;
@@ -225,6 +225,13 @@ pub(crate) fn gen_create_index_plan(
     index_table_prost.dependent_relations = vec![table.id.table_id];
 
     let index_columns_len = index_columns_ordered_expr.len() as u32;
+    let index_column_properties = index_columns_ordered_expr
+        .iter()
+        .map(|(_, order)| PbIndexColumnProperties {
+            is_desc: order.is_descending(),
+            nulls_first: order.nulls_are_first(),
+        })
+        .collect();
     let index_item = build_index_item(
         index_table.table_desc().into(),
         table.name(),
@@ -241,6 +248,7 @@ pub(crate) fn gen_create_index_plan(
         index_table_id: TableId::placeholder().table_id,
         primary_table_id: table.id.table_id,
         index_item,
+        index_column_properties,
         index_columns_len,
         initialized_at_epoch: None,
         created_at_epoch: None,
diff --git a/src/frontend/src/handler/create_sink.rs b/src/frontend/src/handler/create_sink.rs
index ce85c864e196e..f6b6e5f563d2d 100644
--- a/src/frontend/src/handler/create_sink.rs
+++ b/src/frontend/src/handler/create_sink.rs
@@ -816,7 +816,7 @@ static CONNECTORS_COMPATIBLE_FORMATS: LazyLock<HashMap<String, HashMap<Format, V
                     Format::Plain => vec![Encode::Json],
                 ),
                 KafkaSink::SINK_NAME => hashmap!(
-                    Format::Plain => vec![Encode::Json, Encode::Protobuf],
+                    Format::Plain => vec![Encode::Json, Encode::Avro, Encode::Protobuf],
                     Format::Upsert => vec![Encode::Json, Encode::Avro],
                     Format::Debezium => vec![Encode::Json],
                 ),
diff --git a/src/frontend/src/optimizer/plan_expr_rewriter/const_eval_rewriter.rs b/src/frontend/src/optimizer/plan_expr_rewriter/const_eval_rewriter.rs
index 43b76891f3566..0844bdb33a85b 100644
--- a/src/frontend/src/optimizer/plan_expr_rewriter/const_eval_rewriter.rs
+++ b/src/frontend/src/optimizer/plan_expr_rewriter/const_eval_rewriter.rs
@@ -13,7 +13,7 @@
 // limitations under the License.
 
 use crate::error::RwError;
-use crate::expr::{Expr, ExprImpl, ExprRewriter, Literal};
+use crate::expr::{default_rewrite_expr, Expr, ExprImpl, ExprRewriter, Literal};
 
 pub(crate) struct ConstEvalRewriter {
     pub(crate) error: Option<RwError>,
@@ -31,21 +31,10 @@ impl ExprRewriter for ConstEvalRewriter {
                     expr
                 }
             }
+        } else if let ExprImpl::Parameter(_) = expr {
+            unreachable!("Parameter should not appear here. It will be replaced by a literal before this step.")
         } else {
-            match expr {
-                ExprImpl::InputRef(inner) => self.rewrite_input_ref(*inner),
-                ExprImpl::Literal(inner) => self.rewrite_literal(*inner),
-                ExprImpl::FunctionCall(inner) => self.rewrite_function_call(*inner),
-                ExprImpl::FunctionCallWithLambda(inner) => self.rewrite_function_call_with_lambda(*inner),
-                ExprImpl::AggCall(inner) => self.rewrite_agg_call(*inner),
-                ExprImpl::Subquery(inner) => self.rewrite_subquery(*inner),
-                ExprImpl::CorrelatedInputRef(inner) => self.rewrite_correlated_input_ref(*inner),
-                ExprImpl::TableFunction(inner) => self.rewrite_table_function(*inner),
-                ExprImpl::WindowFunction(inner) => self.rewrite_window_function(*inner),
-                ExprImpl::UserDefinedFunction(inner) => self.rewrite_user_defined_function(*inner),
-                ExprImpl::Parameter(_) => unreachable!("Parameter should not appear here. It will be replaced by a literal before this step."),
-                ExprImpl::Now(inner) => self.rewrite_now(*inner),
-            }
+            default_rewrite_expr(self, expr)
         }
     }
 }
diff --git a/src/frontend/src/optimizer/plan_expr_visitor/expr_counter.rs b/src/frontend/src/optimizer/plan_expr_visitor/expr_counter.rs
index 68ce5b93b0441..b636218338c2d 100644
--- a/src/frontend/src/optimizer/plan_expr_visitor/expr_counter.rs
+++ b/src/frontend/src/optimizer/plan_expr_visitor/expr_counter.rs
@@ -14,7 +14,7 @@
 
 use std::collections::HashMap;
 
-use crate::expr::{ExprImpl, ExprType, ExprVisitor, FunctionCall};
+use crate::expr::{default_visit_expr, ExprImpl, ExprType, ExprVisitor, FunctionCall};
 
 /// `ExprCounter` is used by `CseRewriter`.
 #[derive(Default)]
@@ -35,20 +35,7 @@ impl ExprVisitor for CseExprCounter {
             return;
         }
 
-        match expr {
-            ExprImpl::InputRef(inner) => self.visit_input_ref(inner),
-            ExprImpl::Literal(inner) => self.visit_literal(inner),
-            ExprImpl::FunctionCall(inner) => self.visit_function_call(inner),
-            ExprImpl::FunctionCallWithLambda(inner) => self.visit_function_call_with_lambda(inner),
-            ExprImpl::AggCall(inner) => self.visit_agg_call(inner),
-            ExprImpl::Subquery(inner) => self.visit_subquery(inner),
-            ExprImpl::CorrelatedInputRef(inner) => self.visit_correlated_input_ref(inner),
-            ExprImpl::TableFunction(inner) => self.visit_table_function(inner),
-            ExprImpl::WindowFunction(inner) => self.visit_window_function(inner),
-            ExprImpl::UserDefinedFunction(inner) => self.visit_user_defined_function(inner),
-            ExprImpl::Parameter(inner) => self.visit_parameter(inner),
-            ExprImpl::Now(inner) => self.visit_now(inner),
-        }
+        default_visit_expr(self, expr);
     }
 
     fn visit_function_call(&mut self, func_call: &FunctionCall) {
diff --git a/src/frontend/src/optimizer/plan_expr_visitor/strong.rs b/src/frontend/src/optimizer/plan_expr_visitor/strong.rs
index fefdd1e4547fc..55d8e3a18adf4 100644
--- a/src/frontend/src/optimizer/plan_expr_visitor/strong.rs
+++ b/src/frontend/src/optimizer/plan_expr_visitor/strong.rs
@@ -303,6 +303,7 @@ impl Strong {
             | ExprType::PgIndexesSize
             | ExprType::PgRelationSize
             | ExprType::PgGetSerialSequence
+            | ExprType::PgIndexColumnHasProperty
             | ExprType::IcebergTransform
             | ExprType::HasTablePrivilege
             | ExprType::HasAnyColumnPrivilege
diff --git a/src/frontend/src/optimizer/plan_node/logical_over_window.rs b/src/frontend/src/optimizer/plan_node/logical_over_window.rs
index cf130b57bac94..bd38569397992 100644
--- a/src/frontend/src/optimizer/plan_node/logical_over_window.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_over_window.rs
@@ -694,6 +694,17 @@ impl ToStream for LogicalOverWindow {
         } else {
             // General (Emit-On-Update) case
 
+            if self
+                .window_functions()
+                .iter()
+                .any(|f| f.frame.bounds.is_session())
+            {
+                bail_not_implemented!(
+                    "Session frame is not yet supported in general streaming mode. \
+                    Please consider using Emit-On-Window-Close mode."
+                );
+            }
+
             // TODO(rc): Let's not introduce too many cases at once. Later we may decide to support
             // empty PARTITION BY by simply removing the following check.
             let partition_key_indices = self.window_functions()[0]
diff --git a/src/frontend/src/optimizer/plan_node/mod.rs b/src/frontend/src/optimizer/plan_node/mod.rs
index d7187357e3fad..2567cbf01c6e8 100644
--- a/src/frontend/src/optimizer/plan_node/mod.rs
+++ b/src/frontend/src/optimizer/plan_node/mod.rs
@@ -696,8 +696,10 @@ impl dyn PlanNode {
     }
 }
 
-const PLAN_DEPTH_THRESHOLD: usize = 30;
-const PLAN_TOO_DEEP_NOTICE: &str = "The plan is too deep. \
+/// Recursion depth threshold for plan node visitor to send notice to user.
+pub const PLAN_DEPTH_THRESHOLD: usize = 30;
+/// Notice message for plan node visitor to send to user when the depth threshold is reached.
+pub const PLAN_TOO_DEEP_NOTICE: &str = "The plan is too deep. \
 Consider simplifying or splitting the query if you encounter any issues.";
 
 impl dyn PlanNode {
diff --git a/src/frontend/src/optimizer/plan_rewriter/mod.rs b/src/frontend/src/optimizer/plan_rewriter/mod.rs
index 81c0809bae86d..360c61d3121b0 100644
--- a/src/frontend/src/optimizer/plan_rewriter/mod.rs
+++ b/src/frontend/src/optimizer/plan_rewriter/mod.rs
@@ -56,11 +56,20 @@ macro_rules! def_rewriter {
         pub trait PlanRewriter {
             paste! {
                 fn rewrite(&mut self, plan: PlanRef) -> PlanRef{
-                    match plan.node_type() {
-                        $(
-                            PlanNodeType::[<$convention $name>] => self.[<rewrite_ $convention:snake _ $name:snake>](plan.downcast_ref::<[<$convention $name>]>().unwrap()),
-                        )*
-                    }
+                    use risingwave_common::util::recursive::{tracker, Recurse};
+                    use crate::session::current::notice_to_user;
+
+                    tracker!().recurse(|t| {
+                        if t.depth_reaches(PLAN_DEPTH_THRESHOLD) {
+                            notice_to_user(PLAN_TOO_DEEP_NOTICE);
+                        }
+
+                        match plan.node_type() {
+                            $(
+                                PlanNodeType::[<$convention $name>] => self.[<rewrite_ $convention:snake _ $name:snake>](plan.downcast_ref::<[<$convention $name>]>().unwrap()),
+                            )*
+                        }
+                    })
                 }
 
                 $(
diff --git a/src/frontend/src/optimizer/plan_visitor/mod.rs b/src/frontend/src/optimizer/plan_visitor/mod.rs
index 6156454fd3e80..63a0484cfdfd5 100644
--- a/src/frontend/src/optimizer/plan_visitor/mod.rs
+++ b/src/frontend/src/optimizer/plan_visitor/mod.rs
@@ -93,11 +93,20 @@ macro_rules! def_visitor {
 
             paste! {
                 fn visit(&mut self, plan: PlanRef) -> Self::Result {
-                    match plan.node_type() {
-                        $(
-                            PlanNodeType::[<$convention $name>] => self.[<visit_ $convention:snake _ $name:snake>](plan.downcast_ref::<[<$convention $name>]>().unwrap()),
-                        )*
-                    }
+                    use risingwave_common::util::recursive::{tracker, Recurse};
+                    use crate::session::current::notice_to_user;
+
+                    tracker!().recurse(|t| {
+                        if t.depth_reaches(PLAN_DEPTH_THRESHOLD) {
+                            notice_to_user(PLAN_TOO_DEEP_NOTICE);
+                        }
+
+                        match plan.node_type() {
+                            $(
+                                PlanNodeType::[<$convention $name>] => self.[<visit_ $convention:snake _ $name:snake>](plan.downcast_ref::<[<$convention $name>]>().unwrap()),
+                            )*
+                        }
+                    })
                 }
 
                 $(
diff --git a/src/frontend/src/scheduler/task_context.rs b/src/frontend/src/scheduler/task_context.rs
index e8aafc440f289..fff154d8a196e 100644
--- a/src/frontend/src/scheduler/task_context.rs
+++ b/src/frontend/src/scheduler/task_context.rs
@@ -94,6 +94,10 @@ impl BatchTaskContext for FrontendBatchTaskContext {
         self.session.env().source_metrics()
     }
 
+    fn spill_metrics(&self) -> Arc<risingwave_batch::monitor::BatchSpillMetrics> {
+        self.session.env().spill_metrics()
+    }
+
     fn create_executor_mem_context(&self, _executor_id: &str) -> MemoryContext {
         MemoryContext::new(Some(self.mem_context.clone()), TrAdderAtomic::new(0))
     }
diff --git a/src/frontend/src/session.rs b/src/frontend/src/session.rs
index 7853f97bc9d4a..a400f59cd66b2 100644
--- a/src/frontend/src/session.rs
+++ b/src/frontend/src/session.rs
@@ -35,6 +35,7 @@ use pgwire::pg_server::{
 };
 use pgwire::types::{Format, FormatIterator};
 use rand::RngCore;
+use risingwave_batch::monitor::{BatchSpillMetrics, GLOBAL_BATCH_SPILL_METRICS};
 use risingwave_batch::spill::spill_op::SpillOp;
 use risingwave_batch::task::{ShutdownSender, ShutdownToken};
 use risingwave_batch::worker_manager::worker_node_manager::{
@@ -147,6 +148,9 @@ pub struct FrontendEnv {
 
     source_metrics: Arc<SourceMetrics>,
 
+    /// Batch spill metrics
+    spill_metrics: Arc<BatchSpillMetrics>,
+
     batch_config: BatchConfig,
     meta_config: MetaConfig,
     streaming_config: StreamingConfig,
@@ -226,6 +230,7 @@ impl FrontendEnv {
             meta_config: MetaConfig::default(),
             streaming_config: StreamingConfig::default(),
             source_metrics: Arc::new(SourceMetrics::default()),
+            spill_metrics: BatchSpillMetrics::for_test(),
             creating_streaming_job_tracker: Arc::new(creating_streaming_tracker),
             compute_runtime,
             mem_context: MemoryContext::none(),
@@ -338,6 +343,7 @@ impl FrontendEnv {
 
         let frontend_metrics = Arc::new(GLOBAL_FRONTEND_METRICS.clone());
         let source_metrics = Arc::new(GLOBAL_SOURCE_METRICS.clone());
+        let spill_metrics = Arc::new(GLOBAL_BATCH_SPILL_METRICS.clone());
 
         if config.server.metrics_level > MetricLevel::Disabled {
             MetricsManager::boot_metrics_service(opts.prometheus_listener_addr.clone());
@@ -435,6 +441,7 @@ impl FrontendEnv {
                 server_addr: frontend_address,
                 client_pool,
                 frontend_metrics,
+                spill_metrics,
                 sessions_map,
                 batch_config,
                 meta_config,
@@ -531,6 +538,10 @@ impl FrontendEnv {
         self.source_metrics.clone()
     }
 
+    pub fn spill_metrics(&self) -> Arc<BatchSpillMetrics> {
+        self.spill_metrics.clone()
+    }
+
     pub fn creating_streaming_job_tracker(&self) -> &StreamingJobTrackerRef {
         &self.creating_streaming_job_tracker
     }
diff --git a/src/frontend/src/utils/with_options.rs b/src/frontend/src/utils/with_options.rs
index 01993fd24108a..8f372b58b17ea 100644
--- a/src/frontend/src/utils/with_options.rs
+++ b/src/frontend/src/utils/with_options.rs
@@ -19,6 +19,7 @@ use risingwave_connector::source::kafka::private_link::{
     insert_privatelink_broker_rewrite_map, CONNECTION_NAME_KEY, PRIVATELINK_ENDPOINT_KEY,
 };
 use risingwave_connector::WithPropertiesExt;
+use risingwave_pb::catalog::PbSecretRef;
 use risingwave_sqlparser::ast::{
     CreateConnectionStatement, CreateSinkStatement, CreateSourceStatement,
     CreateSubscriptionStatement, SqlOption, Statement, Value,
@@ -119,7 +120,7 @@ impl WithOptions {
 pub(crate) fn resolve_secret_in_with_options(
     _with_options: &mut WithOptions,
     _session: &SessionImpl,
-) -> RwResult<BTreeMap<String, u32>> {
+) -> RwResult<BTreeMap<String, PbSecretRef>> {
     // todo: implement the function and take `resolve_privatelink_in_with_option` as reference
 
     Ok(BTreeMap::new())
diff --git a/src/java_binding/src/hummock_iterator.rs b/src/java_binding/src/hummock_iterator.rs
index 4b6fc5b01742d..5cfeb0ecf7e04 100644
--- a/src/java_binding/src/hummock_iterator.rs
+++ b/src/java_binding/src/hummock_iterator.rs
@@ -106,6 +106,7 @@ pub(crate) async fn new_hummock_java_binding_iter(
             state_store_metrics: Arc::new(global_hummock_state_store_metrics(
                 MetricLevel::Disabled,
             )),
+            use_new_object_prefix_strategy: read_plan.use_new_object_prefix_strategy,
             meta_cache,
             block_cache,
         }));
diff --git a/src/jni_core/src/jvm_runtime.rs b/src/jni_core/src/jvm_runtime.rs
index e596d5664dacb..53818c17e40d8 100644
--- a/src/jni_core/src/jvm_runtime.rs
+++ b/src/jni_core/src/jvm_runtime.rs
@@ -25,7 +25,7 @@ use risingwave_common::util::resource_util::memory::system_memory_available_byte
 use thiserror_ext::AsReport;
 use tracing::error;
 
-use crate::call_method;
+use crate::{call_method, call_static_method};
 
 /// Use 10% of compute total memory by default. Compute node uses 0.7 * system memory by default.
 const DEFAULT_MEMORY_PROPORTION: f64 = 0.07;
@@ -241,3 +241,36 @@ pub fn jobj_to_str(env: &mut JNIEnv<'_>, obj: JObject<'_>) -> anyhow::Result<Str
     let java_str = env.get_string(&jstr)?;
     Ok(java_str.to_str()?.to_string())
 }
+
+/// Dumps the JVM stack traces.
+///
+/// # Returns
+///
+/// - `Ok(None)` if JVM is not initialized.
+/// - `Ok(Some(String))` if JVM is initialized and stack traces are dumped.
+/// - `Err` if failed to dump stack traces.
+pub fn dump_jvm_stack_traces() -> anyhow::Result<Option<String>> {
+    match JVM.get() {
+        None => Ok(None),
+        Some(jvm) => {
+            let mut env = jvm
+                .attach_current_thread()
+                .with_context(|| "Failed to attach thread to JVM")?;
+
+            let result = call_static_method!(
+                env,
+                {com.risingwave.connector.api.Monitor},
+                {String dumpStackTrace()}
+            )
+            .with_context(|| "Failed to call Java function")?;
+            let result = JString::from(result);
+            let result = env
+                .get_string(&result)
+                .with_context(|| "Failed to convert JString")?;
+            let result = result
+                .to_str()
+                .with_context(|| "Failed to convert JavaStr")?;
+            Ok(Some(result.to_string()))
+        }
+    }
+}
diff --git a/src/meta/model_v2/migration/README.md b/src/meta/model_v2/migration/README.md
index 527d4ba538071..d68a624ced8a7 100644
--- a/src/meta/model_v2/migration/README.md
+++ b/src/meta/model_v2/migration/README.md
@@ -9,11 +9,11 @@
 > **DO NOT** modify already published migration files.
 
 ## How to run the migrator CLI
-- Generate a new migration file
+- Generate a new migration file, a database endpoint is required but not used.
     ```sh
-    cargo run -- generate MIGRATION_NAME
+    export DATABASE_URL=sqlite::memory:; cargo run -- generate MIGRATION_NAME
     ```
-- Apply all pending migrations for test purposes, `DATABASE_URL` required.
+- Apply all pending migrations for test purposes, change `DATABASE_URL` to the actual database endpoint.
     ```sh
     cargo run
     ```
diff --git a/src/meta/model_v2/migration/src/lib.rs b/src/meta/model_v2/migration/src/lib.rs
index 66f136b6159d1..fa886d0e7df93 100644
--- a/src/meta/model_v2/migration/src/lib.rs
+++ b/src/meta/model_v2/migration/src/lib.rs
@@ -1,7 +1,7 @@
 #![allow(clippy::enum_variant_names)]
 
 pub use sea_orm_migration::prelude::*;
-
+pub use sea_orm_migration::MigrationStatus;
 mod m20230908_072257_init;
 mod m20231008_020431_hummock;
 mod m20240304_074901_subscription;
@@ -11,6 +11,7 @@ mod m20240417_062305_subscription_internal_table_name;
 mod m20240418_142249_function_runtime;
 mod m20240506_112555_subscription_partial_ckpt;
 mod m20240525_090457_secret;
+mod m20240617_070131_index_column_properties;
 
 pub struct Migrator;
 
@@ -27,6 +28,7 @@ impl MigratorTrait for Migrator {
             Box::new(m20240418_142249_function_runtime::Migration),
             Box::new(m20240506_112555_subscription_partial_ckpt::Migration),
             Box::new(m20240525_090457_secret::Migration),
+            Box::new(m20240617_070131_index_column_properties::Migration),
         ]
     }
 }
diff --git a/src/meta/model_v2/migration/src/m20240525_090457_secret.rs b/src/meta/model_v2/migration/src/m20240525_090457_secret.rs
index f16bfca5ec035..ed23085c66574 100644
--- a/src/meta/model_v2/migration/src/m20240525_090457_secret.rs
+++ b/src/meta/model_v2/migration/src/m20240525_090457_secret.rs
@@ -37,12 +37,22 @@ impl MigrationTrait for Migration {
             )
             .await?;
 
-        // Add a new column to the table
+        // Add a new column to the `sink` table
         manager
             .alter_table(
                 MigrationTable::alter()
                     .table(Sink::Table)
-                    .add_column(ColumnDef::new(Sink::SecretRef).json_binary())
+                    .add_column(ColumnDef::new(Sink::SecretRef).binary())
+                    .to_owned(),
+            )
+            .await?;
+
+        // Add a new column to the `source` table
+        manager
+            .alter_table(
+                MigrationTable::alter()
+                    .table(Source::Table)
+                    .add_column(ColumnDef::new(Source::SecretRef).binary())
                     .to_owned(),
             )
             .await?;
@@ -60,6 +70,14 @@ impl MigrationTrait for Migration {
                     .to_owned(),
             )
             .await?;
+        manager
+            .alter_table(
+                MigrationTable::alter()
+                    .table(Source::Table)
+                    .drop_column(Source::SecretRef)
+                    .to_owned(),
+            )
+            .await?;
         Ok(())
     }
 }
@@ -77,3 +95,9 @@ enum Sink {
     Table,
     SecretRef,
 }
+
+#[derive(DeriveIden)]
+enum Source {
+    Table,
+    SecretRef,
+}
diff --git a/src/meta/model_v2/migration/src/m20240617_070131_index_column_properties.rs b/src/meta/model_v2/migration/src/m20240617_070131_index_column_properties.rs
new file mode 100644
index 0000000000000..daff755da999f
--- /dev/null
+++ b/src/meta/model_v2/migration/src/m20240617_070131_index_column_properties.rs
@@ -0,0 +1,35 @@
+use sea_orm_migration::prelude::*;
+
+#[derive(DeriveMigrationName)]
+pub struct Migration;
+
+#[async_trait::async_trait]
+impl MigrationTrait for Migration {
+    async fn up(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        manager
+            .alter_table(
+                Table::alter()
+                    .table(Index::Table)
+                    .add_column(ColumnDef::new(Index::IndexColumnProperties).binary())
+                    .to_owned(),
+            )
+            .await
+    }
+
+    async fn down(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        manager
+            .alter_table(
+                Table::alter()
+                    .table(Index::Table)
+                    .drop_column(Index::IndexColumnProperties)
+                    .to_owned(),
+            )
+            .await
+    }
+}
+
+#[derive(DeriveIden)]
+enum Index {
+    Table,
+    IndexColumnProperties,
+}
diff --git a/src/meta/model_v2/src/index.rs b/src/meta/model_v2/src/index.rs
index ca2f39c0f179f..a291e325b24eb 100644
--- a/src/meta/model_v2/src/index.rs
+++ b/src/meta/model_v2/src/index.rs
@@ -17,7 +17,7 @@ use sea_orm::entity::prelude::*;
 use sea_orm::ActiveValue::Set;
 use serde::{Deserialize, Serialize};
 
-use crate::{ExprNodeArray, IndexId, TableId};
+use crate::{ExprNodeArray, IndexColumnPropertiesArray, IndexId, TableId};
 
 #[derive(Clone, Debug, PartialEq, DeriveEntityModel, Eq, Serialize, Deserialize)]
 #[sea_orm(table_name = "index")]
@@ -28,6 +28,7 @@ pub struct Model {
     pub index_table_id: TableId,
     pub primary_table_id: TableId,
     pub index_items: ExprNodeArray,
+    pub index_column_properties: IndexColumnPropertiesArray,
     pub index_columns_len: i32,
 }
 
@@ -76,6 +77,7 @@ impl From<PbIndex> for ActiveModel {
             primary_table_id: Set(pb_index.primary_table_id as _),
             index_items: Set(pb_index.index_item.into()),
             index_columns_len: Set(pb_index.index_columns_len as _),
+            index_column_properties: Set(pb_index.index_column_properties.into()),
         }
     }
 }
diff --git a/src/meta/model_v2/src/lib.rs b/src/meta/model_v2/src/lib.rs
index 647ce99ec1e78..116cb66cab1dc 100644
--- a/src/meta/model_v2/src/lib.rs
+++ b/src/meta/model_v2/src/lib.rs
@@ -14,7 +14,7 @@
 
 use std::collections::BTreeMap;
 
-use risingwave_pb::catalog::{PbCreateType, PbStreamJobStatus};
+use risingwave_pb::catalog::{PbCreateType, PbSecretRef, PbStreamJobStatus};
 use risingwave_pb::meta::table_fragments::PbState as PbStreamJobState;
 use risingwave_pb::stream_plan::PbStreamNode;
 use sea_orm::entity::prelude::*;
@@ -258,6 +258,55 @@ macro_rules! derive_array_from_blob {
     };
 }
 
+macro_rules! derive_btreemap_from_blob {
+    ($struct_name:ident, $key_type:ty, $value_type:ty, $field_type:ident) => {
+        #[derive(Clone, PartialEq, Eq, DeriveValueType, serde::Deserialize, serde::Serialize)]
+        pub struct $struct_name(#[sea_orm] Vec<u8>);
+
+        #[derive(Clone, PartialEq, ::prost::Message)]
+        pub struct $field_type {
+            #[prost(btree_map = "string, message")]
+            inner: BTreeMap<$key_type, $value_type>,
+        }
+        impl Eq for $field_type {}
+
+        impl $struct_name {
+            pub fn to_protobuf(&self) -> BTreeMap<$key_type, $value_type> {
+                let data: $field_type = prost::Message::decode(self.0.as_slice()).unwrap();
+                data.inner
+            }
+
+            fn from_protobuf(val: BTreeMap<$key_type, $value_type>) -> Self {
+                Self(prost::Message::encode_to_vec(&$field_type { inner: val }))
+            }
+        }
+
+        impl From<BTreeMap<$key_type, $value_type>> for $struct_name {
+            fn from(value: BTreeMap<$key_type, $value_type>) -> Self {
+                Self::from_protobuf(value)
+            }
+        }
+
+        impl std::fmt::Debug for $struct_name {
+            fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+                self.to_protobuf().fmt(f)
+            }
+        }
+
+        impl Default for $struct_name {
+            fn default() -> Self {
+                Self(vec![])
+            }
+        }
+
+        impl sea_orm::sea_query::Nullable for $struct_name {
+            fn null() -> Value {
+                Value::Bytes(None)
+            }
+        }
+    };
+}
+
 pub(crate) use {derive_array_from_blob, derive_from_blob};
 
 derive_from_json_struct!(I32Array, Vec<i32>);
@@ -286,7 +335,7 @@ impl From<BTreeMap<u32, Vec<u32>>> for ActorUpstreamActors {
     }
 }
 
-derive_from_json_struct!(SecretRef, BTreeMap<String, u32>);
+derive_btreemap_from_blob!(SecretRef, String, PbSecretRef, PbSecretRefMap);
 
 derive_from_blob!(StreamNode, PbStreamNode);
 derive_from_blob!(DataType, risingwave_pb::data::PbDataType);
@@ -324,6 +373,11 @@ derive_array_from_blob!(
     risingwave_pb::common::PbColumnOrder,
     PbColumnOrderArray
 );
+derive_array_from_blob!(
+    IndexColumnPropertiesArray,
+    risingwave_pb::catalog::PbIndexColumnProperties,
+    PbIndexColumnPropertiesArray
+);
 derive_from_blob!(SinkFormatDesc, risingwave_pb::catalog::PbSinkFormatDesc);
 derive_from_blob!(Cardinality, risingwave_pb::plan_common::PbCardinality);
 derive_from_blob!(TableVersion, risingwave_pb::catalog::table::PbTableVersion);
diff --git a/src/meta/model_v2/src/sink.rs b/src/meta/model_v2/src/sink.rs
index 78d0806f98a5e..25d6293b0b120 100644
--- a/src/meta/model_v2/src/sink.rs
+++ b/src/meta/model_v2/src/sink.rs
@@ -72,7 +72,7 @@ pub struct Model {
     pub sink_from_name: String,
     pub sink_format_desc: Option<SinkFormatDesc>,
     pub target_table: Option<TableId>,
-    // `secret_ref` stores a json string, mapping from property name to secret id.
+    // `secret_ref` stores the mapping info mapping from property name to secret id and type.
     pub secret_ref: Option<SecretRef>,
 }
 
diff --git a/src/meta/model_v2/src/source.rs b/src/meta/model_v2/src/source.rs
index be2d2f7110cab..a90f399e4b8cc 100644
--- a/src/meta/model_v2/src/source.rs
+++ b/src/meta/model_v2/src/source.rs
@@ -19,8 +19,8 @@ use sea_orm::ActiveValue::Set;
 use serde::{Deserialize, Serialize};
 
 use crate::{
-    ColumnCatalogArray, ConnectionId, I32Array, Property, SourceId, StreamSourceInfo, TableId,
-    WatermarkDescArray,
+    ColumnCatalogArray, ConnectionId, I32Array, Property, SecretRef, SourceId, StreamSourceInfo,
+    TableId, WatermarkDescArray,
 };
 
 #[derive(Clone, Debug, PartialEq, DeriveEntityModel, Eq, Serialize, Deserialize)]
@@ -39,6 +39,8 @@ pub struct Model {
     pub optional_associated_table_id: Option<TableId>,
     pub connection_id: Option<ConnectionId>,
     pub version: i64,
+    // `secret_ref` stores the mapping info mapping from property name to secret id and type.
+    pub secret_ref: Option<SecretRef>,
 }
 
 #[derive(Copy, Clone, Debug, EnumIter, DeriveRelation)]
@@ -101,6 +103,7 @@ impl From<PbSource> for ActiveModel {
             optional_associated_table_id: Set(optional_associated_table_id),
             connection_id: Set(source.connection_id.map(|id| id as _)),
             version: Set(source.version as _),
+            secret_ref: Set(None),
         }
     }
 }
diff --git a/src/meta/node/src/server.rs b/src/meta/node/src/server.rs
index e8b738305dce7..43b6342e22ed5 100644
--- a/src/meta/node/src/server.rs
+++ b/src/meta/node/src/server.rs
@@ -36,7 +36,6 @@ use risingwave_meta::rpc::intercept::MetricsMiddlewareLayer;
 use risingwave_meta::rpc::ElectionClientRef;
 use risingwave_meta::stream::ScaleController;
 use risingwave_meta::MetaStoreBackend;
-use risingwave_meta_model_migration::{Migrator, MigratorTrait};
 use risingwave_meta_service::backup_service::BackupServiceImpl;
 use risingwave_meta_service::cloud_service::CloudServiceImpl;
 use risingwave_meta_service::cluster_service::ClusterServiceImpl;
@@ -408,13 +407,6 @@ pub async fn start_service_as_election_leader(
     mut svc_shutdown_rx: WatchReceiver<()>,
 ) -> MetaResult<()> {
     tracing::info!("Defining leader services");
-    if let MetaStoreImpl::Sql(sql_store) = &meta_store_impl {
-        // Try to upgrade if any new model changes are added.
-        Migrator::up(&sql_store.conn, None)
-            .await
-            .expect("Failed to upgrade models in meta store");
-    }
-
     let env = MetaSrvEnv::new(
         opts.clone(),
         init_system_params,
diff --git a/src/meta/src/backup_restore/restore.rs b/src/meta/src/backup_restore/restore.rs
index 1ba13c8cbf8bf..e24abb68def12 100644
--- a/src/meta/src/backup_restore/restore.rs
+++ b/src/meta/src/backup_restore/restore.rs
@@ -246,6 +246,7 @@ mod tests {
         SystemParams {
             state_store: Some("state_store".into()),
             data_directory: Some("data_directory".into()),
+            use_new_object_prefix_strategy: Some(true),
             backup_storage_url: Some("backup_storage_url".into()),
             backup_storage_directory: Some("backup_storage_directory".into()),
             ..SystemConfig::default().into_init_system_params()
diff --git a/src/meta/src/barrier/command.rs b/src/meta/src/barrier/command.rs
index 865835c49edeb..785abbbc89077 100644
--- a/src/meta/src/barrier/command.rs
+++ b/src/meta/src/barrier/command.rs
@@ -41,7 +41,7 @@ use risingwave_pb::stream_service::WaitEpochCommitRequest;
 use thiserror_ext::AsReport;
 use tracing::warn;
 
-use super::info::{ActorDesc, CommandActorChanges, InflightActorInfo};
+use super::info::{CommandActorChanges, CommandFragmentChanges, InflightActorInfo};
 use super::trace::TracedEpoch;
 use crate::barrier::GlobalBarrierManagerContext;
 use crate::manager::{DdlType, MetadataManager, WorkerId};
@@ -101,26 +101,42 @@ pub struct ReplaceTablePlan {
 
 impl ReplaceTablePlan {
     fn actor_changes(&self) -> CommandActorChanges {
-        let worker_actors = self.new_table_fragments.worker_actor_ids();
-        let barrier_inject_actors: &HashSet<_> = &self
-            .new_table_fragments
-            .barrier_inject_actor_ids()
-            .into_iter()
-            .collect();
-        let to_add = worker_actors
-            .into_iter()
-            .flat_map(|(node_id, actors)| {
-                actors.into_iter().map(move |actor_id| ActorDesc {
-                    id: actor_id,
-                    node_id,
-                    is_injectable: barrier_inject_actors.contains(&actor_id),
-                })
-            })
-            .collect_vec();
-        CommandActorChanges {
-            to_add,
-            to_remove: self.old_table_fragments.actor_ids().into_iter().collect(),
+        let mut fragment_changes = HashMap::new();
+        for fragment in self.new_table_fragments.fragments.values() {
+            let fragment_change = CommandFragmentChanges::NewFragment {
+                new_actors: fragment
+                    .actors
+                    .iter()
+                    .map(|actor| {
+                        (
+                            actor.actor_id,
+                            self.new_table_fragments
+                                .actor_status
+                                .get(&actor.actor_id)
+                                .expect("should exist")
+                                .get_parallel_unit()
+                                .expect("should set")
+                                .worker_node_id,
+                        )
+                    })
+                    .collect(),
+                table_ids: fragment
+                    .state_table_ids
+                    .iter()
+                    .map(|table_id| TableId::new(*table_id))
+                    .collect(),
+                is_injectable: TableFragments::is_injectable(fragment.fragment_type_mask),
+            };
+            assert!(fragment_changes
+                .insert(fragment.fragment_id, fragment_change)
+                .is_none());
         }
+        for fragment in self.old_table_fragments.fragments.values() {
+            assert!(fragment_changes
+                .insert(fragment.fragment_id, CommandFragmentChanges::RemoveFragment)
+                .is_none());
+        }
+        CommandActorChanges { fragment_changes }
     }
 }
 
@@ -153,8 +169,8 @@ pub enum Command {
     /// drop actors, and then delete the table fragments info from meta store.
     DropStreamingJobs {
         actors: Vec<ActorId>,
-        unregistered_table_fragment_ids: HashSet<TableId>,
         unregistered_state_table_ids: HashSet<TableId>,
+        unregistered_fragment_ids: HashSet<FragmentId>,
     },
 
     /// `CreateStreamingJob` command generates a `Add` barrier by given info.
@@ -247,67 +263,91 @@ impl Command {
             Command::Plain(_) => None,
             Command::Pause(_) => None,
             Command::Resume(_) => None,
-            Command::DropStreamingJobs { actors, .. } => Some(CommandActorChanges {
-                to_add: Default::default(),
-                to_remove: actors.iter().cloned().collect(),
+            Command::DropStreamingJobs {
+                unregistered_fragment_ids,
+                ..
+            } => Some(CommandActorChanges {
+                fragment_changes: unregistered_fragment_ids
+                    .iter()
+                    .map(|fragment_id| (*fragment_id, CommandFragmentChanges::RemoveFragment))
+                    .collect(),
             }),
             Command::CreateStreamingJob {
                 table_fragments,
                 replace_table,
                 ..
             } => {
-                let worker_actors = table_fragments.worker_actor_ids();
-                let barrier_inject_actors: &HashSet<_> = &table_fragments
-                    .barrier_inject_actor_ids()
-                    .into_iter()
-                    .collect();
-                let mut to_add = worker_actors
-                    .into_iter()
-                    .flat_map(|(node_id, actors)| {
-                        actors.into_iter().map(move |actor_id| ActorDesc {
-                            id: actor_id,
-                            node_id,
-                            is_injectable: barrier_inject_actors.contains(&actor_id),
-                        })
+                let fragment_changes = table_fragments
+                    .fragments
+                    .values()
+                    .map(|fragment| {
+                        (
+                            fragment.fragment_id,
+                            CommandFragmentChanges::NewFragment {
+                                new_actors: fragment
+                                    .actors
+                                    .iter()
+                                    .map(|actor| {
+                                        (
+                                            actor.actor_id,
+                                            table_fragments
+                                                .actor_status
+                                                .get(&actor.actor_id)
+                                                .expect("should exist")
+                                                .get_parallel_unit()
+                                                .expect("should set")
+                                                .worker_node_id,
+                                        )
+                                    })
+                                    .collect(),
+                                table_ids: fragment
+                                    .state_table_ids
+                                    .iter()
+                                    .map(|table_id| TableId::new(*table_id))
+                                    .collect(),
+                                is_injectable: TableFragments::is_injectable(
+                                    fragment.fragment_type_mask,
+                                ),
+                            },
+                        )
                     })
-                    .collect_vec();
+                    .collect();
+                let mut changes = CommandActorChanges { fragment_changes };
 
                 if let Some(plan) = replace_table {
-                    let CommandActorChanges {
-                        to_add: to_add_plan,
-                        to_remove,
-                    } = plan.actor_changes();
-                    to_add.extend(to_add_plan);
-                    Some(CommandActorChanges { to_add, to_remove })
-                } else {
-                    Some(CommandActorChanges {
-                        to_add,
-                        to_remove: Default::default(),
-                    })
+                    let extra_change = plan.actor_changes();
+                    changes.extend(extra_change);
                 }
+
+                Some(changes)
             }
             Command::CancelStreamingJob(table_fragments) => Some(CommandActorChanges {
-                to_add: Default::default(),
-                to_remove: table_fragments.actor_ids().into_iter().collect(),
+                fragment_changes: table_fragments
+                    .fragments
+                    .values()
+                    .map(|fragment| (fragment.fragment_id, CommandFragmentChanges::RemoveFragment))
+                    .collect(),
+            }),
+            Command::RescheduleFragment { reschedules, .. } => Some(CommandActorChanges {
+                fragment_changes: reschedules
+                    .iter()
+                    .map(|(fragment_id, reschedule)| {
+                        (
+                            *fragment_id,
+                            CommandFragmentChanges::Reschedule {
+                                new_actors: reschedule
+                                    .added_actors
+                                    .iter()
+                                    .flat_map(|(node_id, actors)| {
+                                        actors.iter().map(|actor_id| (*actor_id, *node_id))
+                                    })
+                                    .collect(),
+                                to_remove: reschedule.removed_actors.iter().cloned().collect(),
+                            },
+                        )
+                    })
+                    .collect(),
             }),
-            Command::RescheduleFragment { reschedules, .. } => {
-                let mut to_add = vec![];
-                let mut to_remove = HashSet::new();
-                for reschedule in reschedules.values() {
-                    for (node_id, added_actors) in &reschedule.added_actors {
-                        for actor_id in added_actors {
-                            to_add.push(ActorDesc {
-                                id: *actor_id,
-                                node_id: *node_id,
-                                is_injectable: reschedule.injectable,
-                            });
-                        }
-                    }
-                    to_remove.extend(reschedule.removed_actors.iter().copied());
-                }
-
-                Some(CommandActorChanges { to_add, to_remove })
-            }
             Command::ReplaceTable(plan) => Some(plan.actor_changes()),
             Command::SourceSplitAssignment(_) => None,
             Command::Throttle(_) => None,
@@ -873,13 +913,9 @@ impl CommandContext {
                 // Tell compute nodes to drop actors.
                 self.clean_up(actors.clone()).await?;
 
-                let unregistered_state_table_ids = unregistered_state_table_ids
-                    .iter()
-                    .map(|table_id| table_id.table_id)
-                    .collect_vec();
                 self.barrier_manager_context
                     .hummock_manager
-                    .unregister_table_ids(&unregistered_state_table_ids)
+                    .unregister_table_ids(unregistered_state_table_ids.iter().cloned())
                     .await?;
             }
 
@@ -896,12 +932,9 @@ impl CommandContext {
                 // It won't clean the tables on failure,
                 // since the failure could be recoverable.
                 // As such it needs to be handled here.
-                let table_id = table_fragments.table_id().table_id;
-                let mut table_ids = table_fragments.internal_table_ids();
-                table_ids.push(table_id);
                 self.barrier_manager_context
                     .hummock_manager
-                    .unregister_table_ids(&table_ids)
+                    .unregister_table_ids(table_fragments.all_table_ids().map(TableId::new))
                     .await?;
 
                 match &self.barrier_manager_context.metadata_manager {
@@ -942,7 +975,10 @@ impl CommandContext {
                     }
                     MetadataManager::V2(mgr) => {
                         mgr.catalog_controller
-                            .try_abort_creating_streaming_job(table_id as _, true)
+                            .try_abort_creating_streaming_job(
+                                table_fragments.table_id().table_id as _,
+                                true,
+                            )
                             .await?;
                     }
                 }
diff --git a/src/meta/src/barrier/info.rs b/src/meta/src/barrier/info.rs
index aa8882d438dce..f6617b9ceef47 100644
--- a/src/meta/src/barrier/info.rs
+++ b/src/meta/src/barrier/info.rs
@@ -19,20 +19,37 @@ use risingwave_pb::common::PbWorkerNode;
 use tracing::warn;
 
 use crate::barrier::Command;
-use crate::manager::{ActiveStreamingWorkerNodes, ActorInfos, WorkerId};
-use crate::model::ActorId;
+use crate::manager::{ActiveStreamingWorkerNodes, ActorInfos, InflightFragmentInfo, WorkerId};
+use crate::model::{ActorId, FragmentId};
 
 #[derive(Debug, Clone)]
-pub struct ActorDesc {
-    pub id: ActorId,
-    pub node_id: WorkerId,
-    pub is_injectable: bool,
+pub(crate) enum CommandFragmentChanges {
+    NewFragment {
+        new_actors: HashMap<ActorId, WorkerId>,
+        table_ids: HashSet<TableId>,
+        is_injectable: bool,
+    },
+    Reschedule {
+        new_actors: HashMap<ActorId, WorkerId>,
+        to_remove: HashSet<ActorId>,
+    },
+    RemoveFragment,
 }
 
 #[derive(Debug, Clone)]
 pub struct CommandActorChanges {
-    pub(crate) to_add: Vec<ActorDesc>,
-    pub(crate) to_remove: HashSet<ActorId>,
+    pub(crate) fragment_changes: HashMap<FragmentId, CommandFragmentChanges>,
+}
+
+impl CommandActorChanges {
+    pub fn extend(&mut self, other: CommandActorChanges) {
+        for (fragment_id, fragment) in other.fragment_changes {
+            assert!(self
+                .fragment_changes
+                .insert(fragment_id, fragment)
+                .is_none());
+        }
+    }
 }
 
 /// [`InflightActorInfo`] resolves the actor info read from meta store for
@@ -53,6 +70,8 @@ pub struct InflightActorInfo {
 
     /// `mv_table_id` => `subscription_id` => retention seconds
     pub mv_depended_subscriptions: HashMap<TableId, HashMap<u32, u64>>,
+
+    pub fragment_infos: HashMap<FragmentId, InflightFragmentInfo>,
 }
 
 impl InflightActorInfo {
@@ -64,22 +83,40 @@ impl InflightActorInfo {
     ) -> Self {
         let node_map = active_nodes.current().clone();
 
-        let actor_map = actor_infos
-            .actor_maps
-            .into_iter()
-            .map(|(node_id, actor_ids)| (node_id, actor_ids.into_iter().collect::<HashSet<_>>()))
-            .collect::<HashMap<_, _>>();
+        let actor_map = {
+            let mut map: HashMap<_, HashSet<_>> = HashMap::new();
+            for info in actor_infos.fragment_infos.values() {
+                for (actor_id, worker_id) in &info.actors {
+                    map.entry(*worker_id).or_default().insert(*actor_id);
+                }
+            }
+            map
+        };
 
-        let actor_map_to_send = actor_infos
-            .barrier_inject_actor_maps
-            .into_iter()
-            .map(|(node_id, actor_ids)| (node_id, actor_ids.into_iter().collect::<HashSet<_>>()))
-            .collect::<HashMap<_, _>>();
+        let actor_map_to_send = {
+            let mut map: HashMap<_, HashSet<_>> = HashMap::new();
+            for info in actor_infos
+                .fragment_infos
+                .values()
+                .filter(|info| info.is_injectable)
+            {
+                for (actor_id, worker_id) in &info.actors {
+                    map.entry(*worker_id).or_default().insert(*actor_id);
+                }
+            }
+            map
+        };
 
-        let actor_location_map = actor_map
-            .iter()
-            .flat_map(|(node_id, actor_ids)| actor_ids.iter().map(|actor_id| (*actor_id, *node_id)))
-            .collect::<HashMap<_, _>>();
+        let actor_location_map = actor_infos
+            .fragment_infos
+            .values()
+            .flat_map(|fragment| {
+                fragment
+                    .actors
+                    .iter()
+                    .map(|(actor_id, workder_id)| (*actor_id, *workder_id))
+            })
+            .collect();
 
         Self {
             node_map,
@@ -87,6 +124,7 @@ impl InflightActorInfo {
             actor_map_to_send,
             actor_location_map,
             mv_depended_subscriptions,
+            fragment_infos: actor_infos.fragment_infos,
         }
     }
 
@@ -107,33 +145,69 @@ impl InflightActorInfo {
     /// Apply some actor changes before issuing a barrier command, if the command contains any new added actors, we should update
     /// the info correspondingly.
     pub fn pre_apply(&mut self, command: &Command) {
-        if let Some(CommandActorChanges { to_add, .. }) = command.actor_changes() {
-            for actor_desc in to_add {
-                assert!(self.node_map.contains_key(&actor_desc.node_id));
+        if let Some(CommandActorChanges { fragment_changes }) = command.actor_changes() {
+            let mut to_add = HashMap::new();
+            for (fragment_id, change) in fragment_changes {
+                match change {
+                    CommandFragmentChanges::NewFragment {
+                        new_actors,
+                        table_ids,
+                        is_injectable,
+                    } => {
+                        for (actor_id, node_id) in &new_actors {
+                            assert!(to_add
+                                .insert(*actor_id, (*node_id, is_injectable))
+                                .is_none());
+                        }
+                        assert!(self
+                            .fragment_infos
+                            .insert(
+                                fragment_id,
+                                InflightFragmentInfo {
+                                    actors: new_actors,
+                                    state_table_ids: table_ids,
+                                    is_injectable,
+                                }
+                            )
+                            .is_none());
+                    }
+                    CommandFragmentChanges::Reschedule { new_actors, .. } => {
+                        let info = self
+                            .fragment_infos
+                            .get_mut(&fragment_id)
+                            .expect("should exist");
+                        let actors = &mut info.actors;
+                        for (actor_id, node_id) in new_actors {
+                            assert!(to_add
+                                .insert(actor_id, (node_id, info.is_injectable))
+                                .is_none());
+                            assert!(actors.insert(actor_id, node_id).is_none());
+                        }
+                    }
+                    CommandFragmentChanges::RemoveFragment => {}
+                }
+            }
+            for (actor_id, (node_id, is_injectable)) in to_add {
+                assert!(self.node_map.contains_key(&node_id));
                 assert!(
-                    self.actor_map
-                        .entry(actor_desc.node_id)
-                        .or_default()
-                        .insert(actor_desc.id),
+                    self.actor_map.entry(node_id).or_default().insert(actor_id),
                     "duplicate actor in command changes"
                 );
-                if actor_desc.is_injectable {
+                if is_injectable {
                     assert!(
                         self.actor_map_to_send
-                            .entry(actor_desc.node_id)
+                            .entry(node_id)
                             .or_default()
-                            .insert(actor_desc.id),
+                            .insert(actor_id),
                         "duplicate actor in command changes"
                     );
                 }
                 assert!(
-                    self.actor_location_map
-                        .insert(actor_desc.id, actor_desc.node_id)
-                        .is_none(),
+                    self.actor_location_map.insert(actor_id, node_id).is_none(),
                     "duplicate actor in command changes"
                 );
             }
-        };
+        }
         if let Command::CreateSubscription {
             subscription_id,
             upstream_mv_table_id,
@@ -154,8 +228,33 @@ impl InflightActorInfo {
     /// Apply some actor changes after the barrier command is collected, if the command contains any actors that are dropped, we should
     /// remove that from the snapshot correspondingly.
     pub fn post_apply(&mut self, command: &Command) {
-        if let Some(CommandActorChanges { to_remove, .. }) = command.actor_changes() {
-            for actor_id in to_remove {
+        if let Some(fragment_changes) = command.actor_changes() {
+            let mut all_to_remove = HashSet::new();
+            for (fragment_id, changes) in fragment_changes.fragment_changes {
+                match changes {
+                    CommandFragmentChanges::NewFragment { .. } => {}
+                    CommandFragmentChanges::Reschedule { to_remove, .. } => {
+                        let info = self
+                            .fragment_infos
+                            .get_mut(&fragment_id)
+                            .expect("should exist");
+                        for actor_id in to_remove {
+                            assert!(all_to_remove.insert(actor_id));
+                            assert!(info.actors.remove(&actor_id).is_some());
+                        }
+                    }
+                    CommandFragmentChanges::RemoveFragment => {
+                        let info = self
+                            .fragment_infos
+                            .remove(&fragment_id)
+                            .expect("should exist");
+                        for (actor_id, _) in info.actors {
+                            assert!(all_to_remove.insert(actor_id));
+                        }
+                    }
+                }
+            }
+            for actor_id in all_to_remove {
                 let node_id = self
                     .actor_location_map
                     .remove(&actor_id)
@@ -208,4 +307,11 @@ impl InflightActorInfo {
             .unwrap_or_default()
             .into_iter()
     }
+
+    pub fn existing_table_ids(&self) -> HashSet<TableId> {
+        self.fragment_infos
+            .values()
+            .flat_map(|info| info.state_table_ids.iter().cloned())
+            .collect()
+    }
 }
diff --git a/src/meta/src/barrier/mod.rs b/src/meta/src/barrier/mod.rs
index 6d5657a158e48..bb6737735dd44 100644
--- a/src/meta/src/barrier/mod.rs
+++ b/src/meta/src/barrier/mod.rs
@@ -900,10 +900,7 @@ impl GlobalBarrierManagerContext {
                     BarrierKind::Initial => {}
                     BarrierKind::Checkpoint(epochs) => {
                         let commit_info = collect_commit_epoch_info(resps, command_ctx, epochs);
-                        new_snapshot = self
-                            .hummock_manager
-                            .commit_epoch(command_ctx.prev_epoch.value().0, commit_info)
-                            .await?;
+                        new_snapshot = self.hummock_manager.commit_epoch(commit_info).await?;
                     }
                     BarrierKind::Barrier => {
                         new_snapshot = Some(self.hummock_manager.update_current_epoch(prev_epoch));
@@ -1205,6 +1202,8 @@ fn collect_commit_epoch_info(
             }),
     );
 
+    let epoch = command_ctx.prev_epoch.value().0;
+
     CommitEpochInfo::new(
         synced_ssts,
         merge_multiple_new_table_watermarks(
@@ -1226,5 +1225,7 @@ fn collect_commit_epoch_info(
         sst_to_worker,
         new_table_fragment_info,
         table_new_change_log,
+        BTreeMap::from_iter([(epoch, command_ctx.info.existing_table_ids())]),
+        epoch,
     )
 }
diff --git a/src/meta/src/barrier/recovery.rs b/src/meta/src/barrier/recovery.rs
index f17b4e163901c..8f4f54692e02f 100644
--- a/src/meta/src/barrier/recovery.rs
+++ b/src/meta/src/barrier/recovery.rs
@@ -112,24 +112,11 @@ impl GlobalBarrierManagerContext {
         Ok(())
     }
 
-    async fn purge_state_table_from_hummock(&self) -> MetaResult<()> {
-        let all_state_table_ids = match &self.metadata_manager {
-            MetadataManager::V1(mgr) => mgr
-                .catalog_manager
-                .list_tables()
-                .await
-                .into_iter()
-                .map(|t| t.id)
-                .collect_vec(),
-            MetadataManager::V2(mgr) => mgr
-                .catalog_controller
-                .list_all_state_table_ids()
-                .await?
-                .into_iter()
-                .map(|id| id as u32)
-                .collect_vec(),
-        };
-        self.hummock_manager.purge(&all_state_table_ids).await?;
+    async fn purge_state_table_from_hummock(
+        &self,
+        all_state_table_ids: &HashSet<TableId>,
+    ) -> MetaResult<()> {
+        self.hummock_manager.purge(all_state_table_ids).await?;
         Ok(())
     }
 
@@ -313,30 +300,22 @@ impl GlobalBarrierManagerContext {
         let (dropped_actors, cancelled) = scheduled_barriers.pre_apply_drop_cancel_scheduled();
         let applied = !dropped_actors.is_empty() || !cancelled.is_empty();
         if !cancelled.is_empty() {
-            let unregister_table_ids = match &self.metadata_manager {
+            match &self.metadata_manager {
                 MetadataManager::V1(mgr) => {
                     mgr.fragment_manager
                         .drop_table_fragments_vec(&cancelled)
-                        .await?
+                        .await?;
                 }
                 MetadataManager::V2(mgr) => {
-                    let mut unregister_table_ids = Vec::new();
                     for job_id in cancelled {
-                        let (_, table_ids_to_unregister) = mgr
-                            .catalog_controller
+                        mgr.catalog_controller
                             .try_abort_creating_streaming_job(job_id.table_id as _, true)
                             .await?;
-                        unregister_table_ids.extend(table_ids_to_unregister);
                     }
-                    unregister_table_ids
-                        .into_iter()
-                        .map(|table_id| table_id as u32)
-                        .collect()
                 }
             };
-            self.hummock_manager
-                .unregister_table_ids(&unregister_table_ids)
-                .await?;
+            // no need to unregister state table id from hummock manager here, because it's expected that
+            // we call `purge_state_table_from_hummock` anyway after the current method returns.
         }
         Ok(applied)
     }
@@ -377,11 +356,6 @@ impl GlobalBarrierManager {
                         .await
                         .context("clean dirty streaming jobs")?;
 
-                    self.context
-                        .purge_state_table_from_hummock()
-                        .await
-                        .context("purge state table from hummock")?;
-
                     // Mview progress needs to be recovered.
                     tracing::info!("recovering mview progress");
                     self.context
@@ -436,18 +410,6 @@ impl GlobalBarrierManager {
                             })?
                     };
 
-                    let mut control_stream_manager =
-                        ControlStreamManager::new(self.context.clone());
-
-                    control_stream_manager
-                        .reset(prev_epoch.value().0, active_streaming_nodes.current())
-                        .await
-                        .inspect_err(|err| {
-                            warn!(error = %err.as_report(), "reset compute nodes failed");
-                        })?;
-
-                    self.context.sink_manager.reset().await;
-
                     if self
                         .context
                         .pre_apply_drop_cancel(&self.scheduled_barriers)
@@ -462,6 +424,25 @@ impl GlobalBarrierManager {
                             })?
                     }
 
+                    let info = info;
+
+                    self.context
+                        .purge_state_table_from_hummock(&info.existing_table_ids())
+                        .await
+                        .context("purge state table from hummock")?;
+
+                    let mut control_stream_manager =
+                        ControlStreamManager::new(self.context.clone());
+
+                    control_stream_manager
+                        .reset(prev_epoch.value().0, active_streaming_nodes.current())
+                        .await
+                        .inspect_err(|err| {
+                            warn!(error = %err.as_report(), "reset compute nodes failed");
+                        })?;
+
+                    self.context.sink_manager.reset().await;
+
                     // update and build all actors.
                     self.context.update_actors(&info).await.inspect_err(|err| {
                         warn!(error = %err.as_report(), "update actors failed");
diff --git a/src/meta/src/controller/catalog.rs b/src/meta/src/controller/catalog.rs
index 200736725cd07..050539b12c06f 100644
--- a/src/meta/src/controller/catalog.rs
+++ b/src/meta/src/controller/catalog.rs
@@ -100,6 +100,8 @@ pub struct ReleaseContext {
     pub(crate) source_fragments: HashMap<SourceId, BTreeSet<FragmentId>>,
     /// Dropped actors.
     pub(crate) removed_actors: HashSet<ActorId>,
+
+    pub(crate) removed_fragments: HashSet<FragmentId>,
 }
 
 impl CatalogController {
@@ -228,7 +230,7 @@ impl CatalogController {
             .all(&txn)
             .await?;
 
-        let (source_fragments, removed_actors) =
+        let (source_fragments, removed_actors, removed_fragments) =
             resolve_source_register_info_for_jobs(&txn, streaming_jobs.clone()).await?;
 
         let state_table_ids: Vec<TableId> = Table::find()
@@ -332,6 +334,7 @@ impl CatalogController {
                 connections,
                 source_fragments,
                 removed_actors,
+                removed_fragments,
             },
             version,
         ))
@@ -2079,7 +2082,7 @@ impl CatalogController {
             to_drop_objects.extend(to_drop_internal_table_objs);
         }
 
-        let (source_fragments, removed_actors) =
+        let (source_fragments, removed_actors, removed_fragments) =
             resolve_source_register_info_for_jobs(&txn, to_drop_streaming_jobs.clone()).await?;
 
         let fragment_mappings =
@@ -2215,6 +2218,7 @@ impl CatalogController {
                 connections: vec![],
                 source_fragments,
                 removed_actors,
+                removed_fragments,
             },
             version,
         ))
diff --git a/src/meta/src/controller/fragment.rs b/src/meta/src/controller/fragment.rs
index fa53773741484..fb8810071f162 100644
--- a/src/meta/src/controller/fragment.rs
+++ b/src/meta/src/controller/fragment.rs
@@ -12,6 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::collections::hash_map::Entry;
 use std::collections::{BTreeMap, BTreeSet, HashMap, HashSet};
 use std::mem::swap;
 
@@ -54,8 +55,8 @@ use crate::controller::utils::{
     get_actor_dispatchers, get_parallel_unit_to_worker_map, FragmentDesc, PartialActorLocation,
     PartialFragmentStateTables,
 };
-use crate::manager::{ActorInfos, LocalNotification};
-use crate::model::TableParallelism;
+use crate::manager::{ActorInfos, InflightFragmentInfo, LocalNotification};
+use crate::model::{TableFragments, TableParallelism};
 use crate::stream::SplitAssignment;
 use crate::{MetaError, MetaResult};
 
@@ -779,16 +780,6 @@ impl CatalogController {
         Ok(table_fragments)
     }
 
-    /// Check if the fragment type mask is injectable.
-    fn is_injectable(fragment_type_mask: u32) -> bool {
-        (fragment_type_mask
-            & (PbFragmentTypeFlag::Source as u32
-                | PbFragmentTypeFlag::Now as u32
-                | PbFragmentTypeFlag::Values as u32
-                | PbFragmentTypeFlag::BarrierRecv as u32))
-            != 0
-    }
-
     pub async fn list_actor_locations(&self) -> MetaResult<Vec<PartialActorLocation>> {
         let inner = self.inner.read().await;
         let actor_locations: Vec<PartialActorLocation> =
@@ -873,37 +864,54 @@ impl CatalogController {
     /// collected
     pub async fn load_all_actors(&self) -> MetaResult<ActorInfos> {
         let inner = self.inner.read().await;
-        let actor_info: Vec<(ActorId, WorkerId, i32)> = Actor::find()
+        let actor_info: Vec<(ActorId, WorkerId, FragmentId, i32, I32Array)> = Actor::find()
             .select_only()
             .column(actor::Column::ActorId)
             .column(actor::Column::WorkerId)
+            .column(fragment::Column::FragmentId)
             .column(fragment::Column::FragmentTypeMask)
+            .column(fragment::Column::StateTableIds)
             .join(JoinType::InnerJoin, actor::Relation::Fragment.def())
             .filter(actor::Column::Status.eq(ActorStatus::Running))
             .into_tuple()
             .all(&inner.db)
             .await?;
 
-        let mut actor_maps = HashMap::new();
-        let mut barrier_inject_actor_maps = HashMap::new();
-
-        for (actor_id, worker_id, type_mask) in actor_info {
-            actor_maps
-                .entry(worker_id as _)
-                .or_insert_with(Vec::new)
-                .push(actor_id as _);
-            if Self::is_injectable(type_mask as _) {
-                barrier_inject_actor_maps
-                    .entry(worker_id as _)
-                    .or_insert_with(Vec::new)
-                    .push(actor_id as _);
+        let mut fragment_infos = HashMap::new();
+
+        for (actor_id, worker_id, fragment_id, type_mask, state_table_ids) in actor_info {
+            let state_table_ids = state_table_ids.into_inner();
+            match fragment_infos.entry(fragment_id as crate::model::FragmentId) {
+                Entry::Occupied(mut entry) => {
+                    let info: &mut InflightFragmentInfo = entry.get_mut();
+                    debug_assert_eq!(
+                        info.state_table_ids,
+                        state_table_ids
+                            .into_iter()
+                            .map(|table_id| risingwave_common::catalog::TableId::new(table_id as _))
+                            .collect()
+                    );
+                    assert!(info.actors.insert(actor_id as _, worker_id as _).is_none());
+                    assert_eq!(
+                        info.is_injectable,
+                        TableFragments::is_injectable(type_mask as _)
+                    );
+                }
+                Entry::Vacant(entry) => {
+                    let state_table_ids = state_table_ids
+                        .into_iter()
+                        .map(|table_id| risingwave_common::catalog::TableId::new(table_id as _))
+                        .collect();
+                    entry.insert(InflightFragmentInfo {
+                        actors: HashMap::from_iter([(actor_id as _, worker_id as _)]),
+                        state_table_ids,
+                        is_injectable: TableFragments::is_injectable(type_mask as _),
+                    });
+                }
             }
         }
 
-        Ok(ActorInfos {
-            actor_maps,
-            barrier_inject_actor_maps,
-        })
+        Ok(ActorInfos::new(fragment_infos))
     }
 
     pub async fn migrate_actors(&self, plan: HashMap<i32, PbParallelUnit>) -> MetaResult<()> {
diff --git a/src/meta/src/controller/mod.rs b/src/meta/src/controller/mod.rs
index ac61ceb67b77f..b6997240f7723 100644
--- a/src/meta/src/controller/mod.rs
+++ b/src/meta/src/controller/mod.rs
@@ -143,10 +143,10 @@ impl From<ObjectModel<table::Model>> for PbTable {
                 .cardinality
                 .map(|cardinality| cardinality.to_protobuf()),
             initialized_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.initialized_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.initialized_at.and_utc().timestamp_millis() as _).0,
             ),
             created_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.created_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.created_at.and_utc().timestamp_millis() as _).0,
             ),
             cleaned_by_watermark: value.0.cleaned_by_watermark,
             stream_job_status: PbStreamJobStatus::Created as _, // todo: deprecate it.
@@ -183,10 +183,10 @@ impl From<ObjectModel<source::Model>> for PbSource {
             connection_id: value.0.connection_id.map(|id| id as _),
             // todo: using the timestamp from the database directly.
             initialized_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.initialized_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.initialized_at.and_utc().timestamp_millis() as _).0,
             ),
             created_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.created_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.created_at.and_utc().timestamp_millis() as _).0,
             ),
             version: value.0.version as _,
             optional_associated_table_id: value
@@ -201,9 +201,9 @@ impl From<ObjectModel<source::Model>> for PbSource {
 
 impl From<ObjectModel<sink::Model>> for PbSink {
     fn from(value: ObjectModel<sink::Model>) -> Self {
-        let mut secret_ref_map: BTreeMap<String, u32> = BTreeMap::new();
+        let mut secret_ref_map = BTreeMap::new();
         if let Some(secret_ref) = value.0.secret_ref {
-            secret_ref_map = secret_ref.into_inner();
+            secret_ref_map = secret_ref.to_protobuf();
         }
         Self {
             id: value.0.sink_id as _,
@@ -221,10 +221,10 @@ impl From<ObjectModel<sink::Model>> for PbSink {
             definition: value.0.definition,
             connection_id: value.0.connection_id.map(|id| id as _),
             initialized_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.initialized_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.initialized_at.and_utc().timestamp_millis() as _).0,
             ),
             created_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.created_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.created_at.and_utc().timestamp_millis() as _).0,
             ),
             db_name: value.0.db_name,
             sink_from_name: value.0.sink_from_name,
@@ -250,10 +250,10 @@ impl From<ObjectModel<subscription::Model>> for PbSubscription {
             retention_seconds: value.0.retention_seconds as _,
             definition: value.0.definition,
             initialized_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.initialized_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.initialized_at.and_utc().timestamp_millis() as _).0,
             ),
             created_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.created_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.created_at.and_utc().timestamp_millis() as _).0,
             ),
             initialized_at_cluster_version: value.1.initialized_at_cluster_version,
             created_at_cluster_version: value.1.created_at_cluster_version,
@@ -274,12 +274,13 @@ impl From<ObjectModel<index::Model>> for PbIndex {
             index_table_id: value.0.index_table_id as _,
             primary_table_id: value.0.primary_table_id as _,
             index_item: value.0.index_items.to_protobuf(),
+            index_column_properties: value.0.index_column_properties.to_protobuf(),
             index_columns_len: value.0.index_columns_len as _,
             initialized_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.initialized_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.initialized_at.and_utc().timestamp_millis() as _).0,
             ),
             created_at_epoch: Some(
-                Epoch::from_unix_millis(value.1.created_at.timestamp_millis() as _).0,
+                Epoch::from_unix_millis(value.1.created_at.and_utc().timestamp_millis() as _).0,
             ),
             stream_job_status: PbStreamJobStatus::Created as _, // todo: deprecate it.
             initialized_at_cluster_version: value.1.initialized_at_cluster_version,
diff --git a/src/meta/src/controller/streaming_job.rs b/src/meta/src/controller/streaming_job.rs
index 3066ce223785e..ad852cf8ac51c 100644
--- a/src/meta/src/controller/streaming_job.rs
+++ b/src/meta/src/controller/streaming_job.rs
@@ -411,7 +411,7 @@ impl CatalogController {
         &self,
         job_id: ObjectId,
         is_cancelled: bool,
-    ) -> MetaResult<(bool, Vec<TableId>)> {
+    ) -> MetaResult<bool> {
         let inner = self.inner.write().await;
         let txn = inner.db.begin().await?;
 
@@ -421,7 +421,7 @@ impl CatalogController {
                 id = job_id,
                 "streaming job not found when aborting creating, might be cleaned by recovery"
             );
-            return Ok((true, Vec::new()));
+            return Ok(true);
         }
 
         if !is_cancelled {
@@ -436,7 +436,7 @@ impl CatalogController {
                         id = job_id,
                         "streaming job is created in background and still in creating status"
                     );
-                    return Ok((false, Vec::new()));
+                    return Ok(false);
                 }
             }
         }
@@ -449,13 +449,6 @@ impl CatalogController {
             .all(&txn)
             .await?;
 
-        let mv_table_id: Option<TableId> = Table::find_by_id(job_id)
-            .select_only()
-            .column(table::Column::TableId)
-            .into_tuple()
-            .one(&txn)
-            .await?;
-
         let associated_source_id: Option<SourceId> = Table::find_by_id(job_id)
             .select_only()
             .column(table::Column::OptionalAssociatedSourceId)
@@ -476,11 +469,7 @@ impl CatalogController {
         }
         txn.commit().await?;
 
-        let mut state_table_ids = internal_table_ids;
-
-        state_table_ids.extend(mv_table_id.into_iter());
-
-        Ok((true, state_table_ids))
+        Ok(true)
     }
 
     pub async fn post_collect_table_fragments(
diff --git a/src/meta/src/controller/utils.rs b/src/meta/src/controller/utils.rs
index b98788248a115..4597170ec3646 100644
--- a/src/meta/src/controller/utils.rs
+++ b/src/meta/src/controller/utils.rs
@@ -934,15 +934,19 @@ pub fn find_stream_source(stream_node: &PbStreamNode) -> Option<&StreamSource> {
 pub async fn resolve_source_register_info_for_jobs<C>(
     db: &C,
     streaming_jobs: Vec<ObjectId>,
-) -> MetaResult<(HashMap<SourceId, BTreeSet<FragmentId>>, HashSet<ActorId>)>
+) -> MetaResult<(
+    HashMap<SourceId, BTreeSet<FragmentId>>,
+    HashSet<ActorId>,
+    HashSet<FragmentId>,
+)>
 where
     C: ConnectionTrait,
 {
     if streaming_jobs.is_empty() {
-        return Ok((HashMap::default(), HashSet::default()));
+        return Ok((HashMap::default(), HashSet::default(), HashSet::default()));
     }
 
-    let mut fragments: Vec<(FragmentId, i32, StreamNode)> = Fragment::find()
+    let fragments: Vec<(FragmentId, i32, StreamNode)> = Fragment::find()
         .select_only()
         .columns([
             fragment::Column::FragmentId,
@@ -963,10 +967,16 @@ where
         .all(db)
         .await?;
 
-    fragments.retain(|(_, mask, _)| *mask & PbFragmentTypeFlag::Source as i32 != 0);
+    let removed_fragments = fragments
+        .iter()
+        .map(|(fragment_id, _, _)| *fragment_id)
+        .collect();
 
     let mut source_fragment_ids = HashMap::new();
-    for (fragment_id, _, stream_node) in fragments {
+    for (fragment_id, mask, stream_node) in fragments {
+        if mask & PbFragmentTypeFlag::Source as i32 == 0 {
+            continue;
+        }
         if let Some(source) = find_stream_source(&stream_node.to_protobuf()) {
             source_fragment_ids
                 .entry(source.source_id as SourceId)
@@ -975,7 +985,11 @@ where
         }
     }
 
-    Ok((source_fragment_ids, actors.into_iter().collect()))
+    Ok((
+        source_fragment_ids,
+        actors.into_iter().collect(),
+        removed_fragments,
+    ))
 }
 
 pub(crate) async fn get_parallel_unit_to_worker_map<C>(db: &C) -> MetaResult<HashMap<u32, u32>>
diff --git a/src/meta/src/hummock/compaction/mod.rs b/src/meta/src/hummock/compaction/mod.rs
index 1d1c2fe4b99fb..bf4b608fe59ad 100644
--- a/src/meta/src/hummock/compaction/mod.rs
+++ b/src/meta/src/hummock/compaction/mod.rs
@@ -16,12 +16,12 @@
 
 pub mod compaction_config;
 mod overlap_strategy;
-use risingwave_common::catalog::TableOption;
+use risingwave_common::catalog::{TableId, TableOption};
 use risingwave_pb::hummock::compact_task::{self, TaskType};
 
 mod picker;
 pub mod selector;
-use std::collections::{HashMap, HashSet};
+use std::collections::{BTreeSet, HashMap, HashSet};
 use std::fmt::{Debug, Formatter};
 use std::sync::Arc;
 
@@ -92,6 +92,7 @@ impl CompactStatus {
     pub fn get_compact_task(
         &mut self,
         levels: &Levels,
+        member_table_ids: &BTreeSet<TableId>,
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         stats: &mut LocalSelectorStatistic,
@@ -106,6 +107,7 @@ impl CompactStatus {
             task_id,
             group,
             levels,
+            member_table_ids,
             &mut self.level_handlers,
             stats,
             table_id_to_options.clone(),
@@ -121,6 +123,7 @@ impl CompactStatus {
                     task_id,
                     group,
                     levels,
+                    member_table_ids,
                     &mut self.level_handlers,
                     stats,
                     table_id_to_options,
diff --git a/src/meta/src/hummock/compaction/picker/base_level_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/base_level_compaction_picker.rs
index a2c3a7d52802e..bf05afc6c6e88 100644
--- a/src/meta/src/hummock/compaction/picker/base_level_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/base_level_compaction_picker.rs
@@ -326,7 +326,6 @@ pub mod tests {
                     generate_table(1, 1, 201, 210, 1),
                 ],
             )],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let mut local_stats = LocalPickerStatistic::default();
@@ -419,7 +418,6 @@ pub mod tests {
                 total_file_size: 0,
                 uncompressed_file_size: 0,
             }),
-            member_table_ids: vec![1],
             ..Default::default()
         };
         push_tables_level0_nonoverlapping(&mut levels, vec![generate_table(1, 1, 50, 140, 2)]);
@@ -482,7 +480,6 @@ pub mod tests {
                 total_file_size: 0,
                 uncompressed_file_size: 0,
             }),
-            member_table_ids: vec![1],
             ..Default::default()
         };
         push_tables_level0_nonoverlapping(
@@ -586,7 +583,6 @@ pub mod tests {
         let levels = Levels {
             l0: Some(l0),
             levels: vec![generate_level(1, vec![generate_table(3, 1, 0, 100000, 1)])],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
@@ -664,7 +660,6 @@ pub mod tests {
         let levels = Levels {
             l0: Some(l0),
             levels: vec![generate_level(1, vec![generate_table(3, 1, 0, 100000, 1)])],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let mut levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
@@ -731,7 +726,6 @@ pub mod tests {
         let levels = Levels {
             l0: Some(l0),
             levels: vec![generate_level(1, vec![generate_table(3, 1, 1, 100, 1)])],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let mut levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
diff --git a/src/meta/src/hummock/compaction/picker/intra_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/intra_compaction_picker.rs
index 6b5dcae7d0c31..5cc65bd38a1c8 100644
--- a/src/meta/src/hummock/compaction/picker/intra_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/intra_compaction_picker.rs
@@ -428,7 +428,6 @@ pub mod tests {
                 total_file_size: 0,
                 uncompressed_file_size: 0,
             }),
-            member_table_ids: vec![1],
             ..Default::default()
         };
         push_tables_level0_nonoverlapping(
@@ -473,7 +472,6 @@ pub mod tests {
                 generate_table(1, 1, 100, 210, 2),
                 generate_table(2, 1, 200, 250, 2),
             ])),
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let mut levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
@@ -511,7 +509,6 @@ pub mod tests {
             let levels = Levels {
                 l0: Some(l0),
                 levels: vec![generate_level(1, vec![generate_table(100, 1, 0, 1000, 1)])],
-                member_table_ids: vec![1],
                 ..Default::default()
             };
             let mut levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
@@ -560,7 +557,6 @@ pub mod tests {
             let levels = Levels {
                 l0: Some(l0),
                 levels: vec![generate_level(1, vec![generate_table(100, 1, 0, 1000, 1)])],
-                member_table_ids: vec![1],
                 ..Default::default()
             };
             let mut levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
@@ -632,7 +628,6 @@ pub mod tests {
             let levels = Levels {
                 l0: Some(l0),
                 levels: vec![generate_level(1, vec![generate_table(100, 1, 0, 1000, 1)])],
-                member_table_ids: vec![1],
                 ..Default::default()
             };
             let mut levels_handler = vec![LevelHandler::new(0), LevelHandler::new(1)];
@@ -708,7 +703,6 @@ pub mod tests {
         let levels = Levels {
             l0: Some(l0),
             levels: vec![generate_level(1, vec![generate_table(100, 1, 0, 1000, 1)])],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         levels_handler[1].add_pending_task(100, 1, levels.levels[0].get_table_infos());
@@ -729,7 +723,6 @@ pub mod tests {
         let mut levels = Levels {
             l0: Some(l0),
             levels: vec![generate_level(1, vec![generate_table(100, 1, 0, 1000, 1)])],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         assert!(picker
@@ -827,7 +820,6 @@ pub mod tests {
         let levels = Levels {
             l0: Some(l0),
             levels: vec![generate_level(1, vec![generate_table(100, 1, 0, 1000, 1)])],
-            member_table_ids: vec![1],
             ..Default::default()
         };
 
diff --git a/src/meta/src/hummock/compaction/picker/manual_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/manual_compaction_picker.rs
index 82e58b87c5517..2d1b2c95b20aa 100644
--- a/src/meta/src/hummock/compaction/picker/manual_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/manual_compaction_picker.rs
@@ -326,7 +326,7 @@ impl CompactionPicker for ManualCompactionPicker {
 
 #[cfg(test)]
 pub mod tests {
-    use std::collections::HashMap;
+    use std::collections::{BTreeSet, HashMap};
 
     use risingwave_pb::hummock::compact_task;
     pub use risingwave_pb::hummock::KeyRange;
@@ -1198,6 +1198,7 @@ pub mod tests {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -1235,6 +1236,7 @@ pub mod tests {
                     2,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -1308,6 +1310,7 @@ pub mod tests {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -1347,6 +1350,7 @@ pub mod tests {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
diff --git a/src/meta/src/hummock/compaction/picker/space_reclaim_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/space_reclaim_compaction_picker.rs
index ab9f74c063a0b..b94f7587dd04e 100644
--- a/src/meta/src/hummock/compaction/picker/space_reclaim_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/space_reclaim_compaction_picker.rs
@@ -168,10 +168,11 @@ impl SpaceReclaimCompactionPicker {
 #[cfg(test)]
 mod test {
 
-    use std::collections::HashMap;
+    use std::collections::{BTreeSet, HashMap};
     use std::sync::Arc;
 
     use itertools::Itertools;
+    use risingwave_common::catalog::TableId;
     use risingwave_pb::hummock::compact_task;
     pub use risingwave_pb::hummock::{Level, LevelType};
 
@@ -234,11 +235,12 @@ mod test {
         }
 
         assert_eq!(levels.len(), 4);
-        let mut levels = Levels {
+        let levels = Levels {
             levels,
             l0: Some(l0),
             ..Default::default()
         };
+        let mut member_table_ids = BTreeSet::new();
         let mut levels_handler = (0..5).map(LevelHandler::new).collect_vec();
         let mut local_stats = LocalSelectorStatistic::default();
 
@@ -252,6 +254,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &member_table_ids,
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -268,6 +271,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &member_table_ids,
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -308,6 +312,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &member_table_ids,
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -334,6 +339,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &member_table_ids,
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -351,12 +357,17 @@ mod test {
                 }
             }
 
-            levels.member_table_ids = vec![0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10];
+            member_table_ids = BTreeSet::from_iter(
+                [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
+                    .into_iter()
+                    .map(TableId::new),
+            );
             // pick space reclaim
             let task = selector.pick_compaction(
                 1,
                 &group_config,
                 &levels,
+                &member_table_ids,
                 &mut levels_handler,
                 &mut local_stats,
                 HashMap::default(),
@@ -372,13 +383,15 @@ mod test {
                 }
             }
 
-            levels.member_table_ids = vec![2, 3, 4, 5, 6, 7, 8, 9];
+            member_table_ids =
+                BTreeSet::from_iter([2, 3, 4, 5, 6, 7, 8, 9].into_iter().map(TableId::new));
             // pick space reclaim
             let task = selector
                 .pick_compaction(
                     1,
                     &group_config,
                     &levels,
+                    &member_table_ids,
                     &mut levels_handler,
                     &mut local_stats,
                     HashMap::default(),
@@ -407,7 +420,7 @@ mod test {
             // rebuild selector
             selector = SpaceReclaimCompactionSelector::default();
             // cut range [3,4] [6] [8,9,10]
-            levels.member_table_ids = vec![0, 1, 2, 5, 7];
+            member_table_ids = BTreeSet::from_iter([0, 1, 2, 5, 7].into_iter().map(TableId::new));
             let expect_task_file_count = [2, 1, 4];
             let expect_task_sst_id_range = [vec![3, 4], vec![6], vec![8, 9, 10, 11]];
             for (index, x) in expect_task_file_count.iter().enumerate() {
@@ -417,6 +430,7 @@ mod test {
                         1,
                         &group_config,
                         &levels,
+                        &member_table_ids,
                         &mut levels_handler,
                         &mut local_stats,
                         HashMap::default(),
@@ -458,12 +472,13 @@ mod test {
             // rebuild selector
             selector = SpaceReclaimCompactionSelector::default();
             // cut range [3,4] [6] [8,9,10]
-            levels.member_table_ids = vec![0, 1, 2, 5, 7];
+
+            member_table_ids = BTreeSet::from_iter([0, 1, 2, 5, 7].into_iter().map(TableId::new));
             let expect_task_file_count = [2, 1, 5];
             let expect_task_sst_id_range = [vec![3, 4], vec![6], vec![7, 8, 9, 10, 11]];
             for (index, x) in expect_task_file_count.iter().enumerate() {
                 if index == expect_task_file_count.len() - 1 {
-                    levels.member_table_ids = vec![2, 5];
+                    member_table_ids = BTreeSet::from_iter([2, 5].into_iter().map(TableId::new));
                 }
 
                 // // pick space reclaim
@@ -472,6 +487,7 @@ mod test {
                         1,
                         &group_config,
                         &levels,
+                        &member_table_ids,
                         &mut levels_handler,
                         &mut local_stats,
                         HashMap::default(),
diff --git a/src/meta/src/hummock/compaction/picker/tier_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/tier_compaction_picker.rs
index ce86b523f6e86..ea25211b44749 100644
--- a/src/meta/src/hummock/compaction/picker/tier_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/tier_compaction_picker.rs
@@ -291,7 +291,6 @@ pub mod tests {
                 sub_levels: vec![l1, l2],
             }),
             levels: vec![],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let config = Arc::new(
diff --git a/src/meta/src/hummock/compaction/picker/tombstone_reclaim_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/tombstone_reclaim_compaction_picker.rs
index f07a8872c9b03..c7be0347fce61 100644
--- a/src/meta/src/hummock/compaction/picker/tombstone_reclaim_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/tombstone_reclaim_compaction_picker.rs
@@ -154,7 +154,6 @@ pub mod tests {
                     ],
                 ),
             ],
-            member_table_ids: vec![1],
             ..Default::default()
         };
         let levels_handler = vec![
diff --git a/src/meta/src/hummock/compaction/picker/ttl_reclaim_compaction_picker.rs b/src/meta/src/hummock/compaction/picker/ttl_reclaim_compaction_picker.rs
index f690b0f80112c..bc1fc2ce304be 100644
--- a/src/meta/src/hummock/compaction/picker/ttl_reclaim_compaction_picker.rs
+++ b/src/meta/src/hummock/compaction/picker/ttl_reclaim_compaction_picker.rs
@@ -201,6 +201,7 @@ impl TtlReclaimCompactionPicker {
 
 #[cfg(test)]
 mod test {
+    use std::collections::BTreeSet;
     use std::sync::Arc;
 
     use itertools::Itertools;
@@ -377,6 +378,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     table_id_to_options,
@@ -427,6 +429,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     table_id_to_options.clone(),
@@ -460,6 +463,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     table_id_to_options.clone(),
@@ -516,6 +520,7 @@ mod test {
                     1,
                     &group_config,
                     &levels,
+                    &BTreeSet::new(),
                     &mut levels_handler,
                     &mut local_stats,
                     table_id_to_options,
@@ -557,6 +562,7 @@ mod test {
                 1,
                 &group_config,
                 &levels,
+                &BTreeSet::new(),
                 &mut levels_handler,
                 &mut local_stats,
                 HashMap::default(),
@@ -619,6 +625,7 @@ mod test {
                         1,
                         &group_config,
                         &levels,
+                        &BTreeSet::new(),
                         &mut levels_handler,
                         &mut local_stats,
                         table_id_to_options.clone(),
@@ -711,6 +718,7 @@ mod test {
                         1,
                         &group_config,
                         &levels,
+                        &BTreeSet::new(),
                         &mut levels_handler,
                         &mut local_stats,
                         table_id_to_options.clone(),
diff --git a/src/meta/src/hummock/compaction/selector/emergency_selector.rs b/src/meta/src/hummock/compaction/selector/emergency_selector.rs
index c386aee5c8644..685ab1487d51c 100644
--- a/src/meta/src/hummock/compaction/selector/emergency_selector.rs
+++ b/src/meta/src/hummock/compaction/selector/emergency_selector.rs
@@ -37,6 +37,7 @@ impl CompactionSelector for EmergencySelector {
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         levels: &Levels,
+        _member_table_ids: &std::collections::BTreeSet<risingwave_common::catalog::TableId>,
         level_handlers: &mut [LevelHandler],
         selector_stats: &mut LocalSelectorStatistic,
         _table_id_to_options: HashMap<u32, TableOption>,
diff --git a/src/meta/src/hummock/compaction/selector/level_selector.rs b/src/meta/src/hummock/compaction/selector/level_selector.rs
index a49f71877c6a3..38d1e35e22502 100644
--- a/src/meta/src/hummock/compaction/selector/level_selector.rs
+++ b/src/meta/src/hummock/compaction/selector/level_selector.rs
@@ -422,6 +422,7 @@ impl CompactionSelector for DynamicLevelSelector {
         task_id: HummockCompactionTaskId,
         compaction_group: &CompactionGroup,
         levels: &Levels,
+        _member_table_ids: &std::collections::BTreeSet<risingwave_common::catalog::TableId>,
         level_handlers: &mut [LevelHandler],
         selector_stats: &mut LocalSelectorStatistic,
         _table_id_to_options: HashMap<u32, TableOption>,
@@ -478,7 +479,7 @@ impl CompactionSelector for DynamicLevelSelector {
 
 #[cfg(test)]
 pub mod tests {
-    use std::collections::HashMap;
+    use std::collections::{BTreeSet, HashMap};
     use std::sync::Arc;
 
     use itertools::Itertools;
@@ -600,7 +601,6 @@ pub mod tests {
                 3,
                 10,
             ))),
-            member_table_ids: vec![1],
             ..Default::default()
         };
 
@@ -612,6 +612,7 @@ pub mod tests {
                 1,
                 &group_config,
                 &levels,
+                &BTreeSet::new(),
                 &mut levels_handlers,
                 &mut local_stats,
                 HashMap::default(),
@@ -639,6 +640,7 @@ pub mod tests {
                 1,
                 &group_config,
                 &levels,
+                &BTreeSet::new(),
                 &mut levels_handlers,
                 &mut local_stats,
                 HashMap::default(),
@@ -658,6 +660,7 @@ pub mod tests {
                 2,
                 &group_config,
                 &levels,
+                &BTreeSet::new(),
                 &mut levels_handlers,
                 &mut local_stats,
                 HashMap::default(),
@@ -694,6 +697,7 @@ pub mod tests {
             2,
             &group_config,
             &levels,
+            &BTreeSet::new(),
             &mut levels_handlers,
             &mut local_stats,
             HashMap::default(),
diff --git a/src/meta/src/hummock/compaction/selector/manual_selector.rs b/src/meta/src/hummock/compaction/selector/manual_selector.rs
index 427efadf3914d..62c94c8f888df 100644
--- a/src/meta/src/hummock/compaction/selector/manual_selector.rs
+++ b/src/meta/src/hummock/compaction/selector/manual_selector.rs
@@ -79,6 +79,7 @@ impl CompactionSelector for ManualCompactionSelector {
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         levels: &Levels,
+        _member_table_ids: &std::collections::BTreeSet<risingwave_common::catalog::TableId>,
         level_handlers: &mut [LevelHandler],
         _selector_stats: &mut LocalSelectorStatistic,
         _table_id_to_options: HashMap<u32, TableOption>,
diff --git a/src/meta/src/hummock/compaction/selector/mod.rs b/src/meta/src/hummock/compaction/selector/mod.rs
index a342a661ecb7b..aca2457da62dc 100644
--- a/src/meta/src/hummock/compaction/selector/mod.rs
+++ b/src/meta/src/hummock/compaction/selector/mod.rs
@@ -24,13 +24,13 @@ mod space_reclaim_selector;
 mod tombstone_compaction_selector;
 mod ttl_selector;
 
-use std::collections::HashMap;
+use std::collections::{BTreeSet, HashMap};
 use std::sync::Arc;
 
 pub use emergency_selector::EmergencySelector;
 pub use level_selector::{DynamicLevelSelector, DynamicLevelSelectorCore};
 pub use manual_selector::{ManualCompactionOption, ManualCompactionSelector};
-use risingwave_common::catalog::TableOption;
+use risingwave_common::catalog::{TableId, TableOption};
 use risingwave_hummock_sdk::HummockCompactionTaskId;
 use risingwave_pb::hummock::compact_task;
 use risingwave_pb::hummock::hummock_version::Levels;
@@ -53,6 +53,7 @@ pub trait CompactionSelector: Sync + Send {
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         levels: &Levels,
+        member_table_ids: &BTreeSet<TableId>,
         level_handlers: &mut [LevelHandler],
         selector_stats: &mut LocalSelectorStatistic,
         table_id_to_options: HashMap<u32, TableOption>,
diff --git a/src/meta/src/hummock/compaction/selector/space_reclaim_selector.rs b/src/meta/src/hummock/compaction/selector/space_reclaim_selector.rs
index c48cb0fe605c5..b284a6a538b3e 100644
--- a/src/meta/src/hummock/compaction/selector/space_reclaim_selector.rs
+++ b/src/meta/src/hummock/compaction/selector/space_reclaim_selector.rs
@@ -17,10 +17,10 @@
 // COPYING file in the root directory) and Apache 2.0 License
 // (found in the LICENSE.Apache file in the root directory).
 
-use std::collections::HashMap;
+use std::collections::{BTreeSet, HashMap};
 use std::sync::Arc;
 
-use risingwave_common::catalog::TableOption;
+use risingwave_common::catalog::{TableId, TableOption};
 use risingwave_hummock_sdk::HummockCompactionTaskId;
 use risingwave_pb::hummock::compact_task;
 use risingwave_pb::hummock::hummock_version::Levels;
@@ -44,6 +44,7 @@ impl CompactionSelector for SpaceReclaimCompactionSelector {
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         levels: &Levels,
+        member_table_ids: &BTreeSet<TableId>,
         level_handlers: &mut [LevelHandler],
         _selector_stats: &mut LocalSelectorStatistic,
         _table_id_to_options: HashMap<u32, TableOption>,
@@ -53,7 +54,10 @@ impl CompactionSelector for SpaceReclaimCompactionSelector {
             DynamicLevelSelectorCore::new(group.compaction_config.clone(), developer_config);
         let mut picker = SpaceReclaimCompactionPicker::new(
             group.compaction_config.max_space_reclaim_bytes,
-            levels.member_table_ids.iter().cloned().collect(),
+            member_table_ids
+                .iter()
+                .map(|table_id| table_id.table_id)
+                .collect(),
         );
         let ctx = dynamic_level_core.calculate_level_base_size(levels);
         let state = self.state.entry(group.group_id).or_default();
diff --git a/src/meta/src/hummock/compaction/selector/tombstone_compaction_selector.rs b/src/meta/src/hummock/compaction/selector/tombstone_compaction_selector.rs
index 5cbae609caa86..b05802513733d 100644
--- a/src/meta/src/hummock/compaction/selector/tombstone_compaction_selector.rs
+++ b/src/meta/src/hummock/compaction/selector/tombstone_compaction_selector.rs
@@ -42,6 +42,7 @@ impl CompactionSelector for TombstoneCompactionSelector {
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         levels: &Levels,
+        _member_table_ids: &std::collections::BTreeSet<risingwave_common::catalog::TableId>,
         level_handlers: &mut [LevelHandler],
         _selector_stats: &mut LocalSelectorStatistic,
         _table_id_to_options: HashMap<u32, TableOption>,
diff --git a/src/meta/src/hummock/compaction/selector/ttl_selector.rs b/src/meta/src/hummock/compaction/selector/ttl_selector.rs
index ed099ede4158f..0e9497b06b17d 100644
--- a/src/meta/src/hummock/compaction/selector/ttl_selector.rs
+++ b/src/meta/src/hummock/compaction/selector/ttl_selector.rs
@@ -44,6 +44,7 @@ impl CompactionSelector for TtlCompactionSelector {
         task_id: HummockCompactionTaskId,
         group: &CompactionGroup,
         levels: &Levels,
+        _member_table_ids: &std::collections::BTreeSet<risingwave_common::catalog::TableId>,
         level_handlers: &mut [LevelHandler],
         _selector_stats: &mut LocalSelectorStatistic,
         table_id_to_options: HashMap<u32, TableOption>,
diff --git a/src/meta/src/hummock/manager/commit_epoch.rs b/src/meta/src/hummock/manager/commit_epoch.rs
index df4ea07f55933..9a494bc509b4f 100644
--- a/src/meta/src/hummock/manager/commit_epoch.rs
+++ b/src/meta/src/hummock/manager/commit_epoch.rs
@@ -27,9 +27,7 @@ use risingwave_hummock_sdk::{
 use risingwave_pb::hummock::compact_task::{self};
 use risingwave_pb::hummock::group_delta::DeltaType;
 use risingwave_pb::hummock::hummock_version_delta::ChangeLogDelta;
-use risingwave_pb::hummock::{
-    GroupDelta, GroupMetaChange, HummockSnapshot, IntraLevelDelta, StateTableInfoDelta,
-};
+use risingwave_pb::hummock::{GroupDelta, HummockSnapshot, IntraLevelDelta, StateTableInfoDelta};
 
 use crate::hummock::error::{Error, Result};
 use crate::hummock::manager::transaction::{
@@ -55,6 +53,8 @@ pub struct CommitEpochInfo {
     pub sst_to_context: HashMap<HummockSstableObjectId, HummockContextId>,
     pub new_table_fragment_info: Option<NewTableFragmentInfo>,
     pub change_log_delta: HashMap<TableId, ChangeLogDelta>,
+    pub table_committed_epoch: BTreeMap<HummockEpoch, HashSet<TableId>>,
+    pub max_committed_epoch: HummockEpoch,
 }
 
 impl CommitEpochInfo {
@@ -64,6 +64,8 @@ impl CommitEpochInfo {
         sst_to_context: HashMap<HummockSstableObjectId, HummockContextId>,
         new_table_fragment_info: Option<NewTableFragmentInfo>,
         change_log_delta: HashMap<TableId, ChangeLogDelta>,
+        table_committed_epoch: BTreeMap<HummockEpoch, HashSet<TableId>>,
+        max_committed_epoch: HummockEpoch,
     ) -> Self {
         Self {
             sstables,
@@ -71,29 +73,46 @@ impl CommitEpochInfo {
             sst_to_context,
             new_table_fragment_info,
             change_log_delta,
+            table_committed_epoch,
+            max_committed_epoch,
         }
     }
+}
 
+impl HummockManager {
     #[cfg(any(test, feature = "test"))]
-    pub(crate) fn for_test(
+    pub async fn commit_epoch_for_test(
+        &self,
+        epoch: HummockEpoch,
         sstables: Vec<impl Into<ExtendedSstableInfo>>,
         sst_to_context: HashMap<HummockSstableObjectId, HummockContextId>,
-    ) -> Self {
-        Self::new(
+    ) -> Result<()> {
+        let tables = self
+            .versioning
+            .read()
+            .await
+            .current_version
+            .state_table_info
+            .info()
+            .keys()
+            .cloned()
+            .collect();
+        let info = CommitEpochInfo::new(
             sstables.into_iter().map(Into::into).collect(),
             HashMap::new(),
             sst_to_context,
             None,
             HashMap::new(),
-        )
+            BTreeMap::from_iter([(epoch, tables)]),
+            epoch,
+        );
+        self.commit_epoch(info).await?;
+        Ok(())
     }
-}
 
-impl HummockManager {
     /// Caller should ensure `epoch` > `max_committed_epoch`
     pub async fn commit_epoch(
         &self,
-        epoch: HummockEpoch,
         commit_info: CommitEpochInfo,
     ) -> Result<Option<HummockSnapshot>> {
         let CommitEpochInfo {
@@ -102,6 +121,8 @@ impl HummockManager {
             sst_to_context,
             new_table_fragment_info,
             change_log_delta,
+            table_committed_epoch,
+            max_committed_epoch: epoch,
         } = commit_info;
         let mut versioning_guard = self.versioning.write().await;
         let _timer = start_measure_real_process_timer!(self, "commit_epoch");
@@ -139,81 +160,51 @@ impl HummockManager {
 
         let mut table_compaction_group_mapping = new_version_delta
             .latest_version()
-            .build_compaction_group_info();
+            .state_table_info
+            .build_table_compaction_group_id();
 
         let mut new_table_ids = None;
 
         // Add new table
         if let Some(new_fragment_table_info) = new_table_fragment_info {
-            let new_table_ids = new_table_ids.insert(HashSet::new());
+            let new_table_ids = new_table_ids.insert(HashMap::new());
             if !new_fragment_table_info.internal_table_ids.is_empty() {
-                if let Some(levels) = new_version_delta
-                    .latest_version()
-                    .levels
-                    .get(&(StaticCompactionGroupId::StateDefault as u64))
-                {
-                    for table_id in &new_fragment_table_info.internal_table_ids {
-                        if levels.member_table_ids.contains(&table_id.table_id) {
-                            return Err(Error::CompactionGroup(format!(
-                                "table {} already in group {}",
-                                table_id,
-                                StaticCompactionGroupId::StateDefault as u64
-                            )));
-                        }
+                for table_id in &new_fragment_table_info.internal_table_ids {
+                    if let Some(info) = new_version_delta
+                        .latest_version()
+                        .state_table_info
+                        .info()
+                        .get(table_id)
+                    {
+                        return Err(Error::CompactionGroup(format!(
+                            "table {} already exist {:?}",
+                            table_id.table_id, info,
+                        )));
                     }
                 }
 
-                let group_deltas = &mut new_version_delta
-                    .group_deltas
-                    .entry(StaticCompactionGroupId::StateDefault as u64)
-                    .or_default()
-                    .group_deltas;
-                group_deltas.push(GroupDelta {
-                    delta_type: Some(DeltaType::GroupMetaChange(GroupMetaChange {
-                        table_ids_add: new_fragment_table_info
-                            .internal_table_ids
-                            .iter()
-                            .map(|table_id| table_id.table_id)
-                            .collect(),
-                        ..Default::default()
-                    })),
-                });
-
                 for table_id in &new_fragment_table_info.internal_table_ids {
                     table_compaction_group_mapping
                         .insert(*table_id, StaticCompactionGroupId::StateDefault as u64);
-                    new_table_ids.insert(*table_id);
+                    new_table_ids.insert(*table_id, StaticCompactionGroupId::StateDefault as u64);
                 }
             }
 
             if let Some(table_id) = new_fragment_table_info.mv_table_id {
-                if let Some(levels) = new_version_delta
+                if let Some(info) = new_version_delta
                     .latest_version()
-                    .levels
-                    .get(&(StaticCompactionGroupId::MaterializedView as u64))
+                    .state_table_info
+                    .info()
+                    .get(&table_id)
                 {
-                    if levels.member_table_ids.contains(&table_id.table_id) {
-                        return Err(Error::CompactionGroup(format!(
-                            "table {} already in group {}",
-                            table_id,
-                            StaticCompactionGroupId::MaterializedView as u64
-                        )));
-                    }
+                    return Err(Error::CompactionGroup(format!(
+                        "table {} already exist {:?}",
+                        table_id.table_id, info,
+                    )));
                 }
-                let group_deltas = &mut new_version_delta
-                    .group_deltas
-                    .entry(StaticCompactionGroupId::MaterializedView as u64)
-                    .or_default()
-                    .group_deltas;
-                group_deltas.push(GroupDelta {
-                    delta_type: Some(DeltaType::GroupMetaChange(GroupMetaChange {
-                        table_ids_add: vec![table_id.table_id],
-                        ..Default::default()
-                    })),
-                });
                 let _ = table_compaction_group_mapping
                     .insert(table_id, StaticCompactionGroupId::MaterializedView as u64);
-                new_table_ids.insert(table_id);
+                new_table_ids.insert(table_id, StaticCompactionGroupId::MaterializedView as u64);
             }
         }
 
@@ -230,10 +221,12 @@ impl HummockManager {
                 .levels
                 .get(compaction_group_id)
             {
-                Some(compaction_group) => sst
-                    .table_ids
-                    .iter()
-                    .all(|t| compaction_group.member_table_ids.contains(t)),
+                Some(_compaction_group) => sst.table_ids.iter().all(|t| {
+                    table_compaction_group_mapping
+                        .get(&TableId::new(*t))
+                        .map(|table_cg_id| table_cg_id == compaction_group_id)
+                        .unwrap_or(false)
+                }),
                 None => false,
             };
             if !is_sst_belong_to_group_declared {
@@ -338,29 +331,54 @@ impl HummockManager {
         // update state table info
         new_version_delta.with_latest_version(|version, delta| {
             if let Some(new_table_ids) = new_table_ids {
-                for table_id in new_table_ids {
+                for (table_id, cg_id) in new_table_ids {
                     delta.state_table_info_delta.insert(
                         table_id,
                         StateTableInfoDelta {
                             committed_epoch: epoch,
                             safe_epoch: epoch,
+                            compaction_group_id: cg_id,
                         },
                     );
                 }
             }
             for (table_id, info) in version.state_table_info.info() {
-                delta.state_table_info_delta.insert(
-                    *table_id,
-                    StateTableInfoDelta {
-                        committed_epoch: epoch,
-                        safe_epoch: info.safe_epoch,
-                    },
+                assert!(
+                    delta
+                        .state_table_info_delta
+                        .insert(
+                            *table_id,
+                            StateTableInfoDelta {
+                                committed_epoch: epoch,
+                                safe_epoch: info.safe_epoch,
+                                compaction_group_id: info.compaction_group_id,
+                            }
+                        )
+                        .is_none(),
+                    "newly added table exists previously: {:?}",
+                    table_id
                 );
             }
         });
 
         new_version_delta.pre_apply();
 
+        // TODO: remove the sanity check when supporting partial checkpoint
+        assert_eq!(1, table_committed_epoch.len());
+        assert_eq!(
+            table_committed_epoch.iter().next().expect("non-empty"),
+            (
+                &epoch,
+                &version
+                    .latest_version()
+                    .state_table_info
+                    .info()
+                    .keys()
+                    .cloned()
+                    .collect()
+            )
+        );
+
         // Apply stats changes.
         let mut version_stats = HummockVersionStatsTransaction::new(
             &mut versioning.version_stats,
@@ -415,10 +433,17 @@ impl HummockManager {
         tracing::trace!("new committed epoch {}", epoch);
 
         let mut table_groups = HashMap::<u32, usize>::default();
-        for group in versioning.current_version.levels.values() {
-            for table_id in &group.member_table_ids {
-                table_groups.insert(*table_id, group.member_table_ids.len());
-            }
+        for (table_id, info) in versioning.current_version.state_table_info.info() {
+            table_groups.insert(
+                table_id.table_id,
+                versioning
+                    .current_version
+                    .state_table_info
+                    .compaction_group_member_tables()
+                    .get(&info.compaction_group_id)
+                    .expect("should exist")
+                    .len(),
+            );
         }
         drop(versioning_guard);
         // Don't trigger compactions if we enable deterministic compaction
diff --git a/src/meta/src/hummock/manager/compaction.rs b/src/meta/src/hummock/manager/compaction.rs
index 3010519f6ab85..f728523f58037 100644
--- a/src/meta/src/hummock/manager/compaction.rs
+++ b/src/meta/src/hummock/manager/compaction.rs
@@ -207,6 +207,7 @@ impl<'a> HummockVersionTransaction<'a> {
                             StateTableInfoDelta {
                                 committed_epoch: info.committed_epoch,
                                 safe_epoch: new_safe_epoch,
+                                compaction_group_id: info.compaction_group_id,
                             },
                         );
                     }
@@ -310,11 +311,11 @@ impl HummockManager {
 
                     match compact_ret {
                         Ok((compact_tasks, unschedule_groups)) => {
+                            no_task_groups.extend(unschedule_groups);
                             if compact_tasks.is_empty() {
                                 break;
                             }
                             generated_task_count += compact_tasks.len();
-                            no_task_groups.extend(unschedule_groups);
                             for task in compact_tasks {
                                 let task_id = task.task_id;
                                 if let Err(e) =
@@ -733,11 +734,13 @@ impl HummockManager {
                 || matches!(selector.task_type(), TaskType::Emergency);
 
             let mut stats = LocalSelectorStatistic::default();
-            let member_table_ids = version
+            let member_table_ids: Vec<_> = version
                 .latest_version()
-                .get_compaction_group_levels(compaction_group_id)
-                .member_table_ids
-                .clone();
+                .state_table_info
+                .compaction_group_member_table_ids(compaction_group_id)
+                .iter()
+                .map(|table_id| table_id.table_id)
+                .collect();
 
             let mut table_id_to_option: HashMap<u32, _> = HashMap::default();
 
@@ -751,6 +754,10 @@ impl HummockManager {
                 version
                     .latest_version()
                     .get_compaction_group_levels(compaction_group_id),
+                version
+                    .latest_version()
+                    .state_table_info
+                    .compaction_group_member_table_ids(compaction_group_id),
                 task_id as HummockCompactionTaskId,
                 &group_config,
                 &mut stats,
diff --git a/src/meta/src/hummock/manager/compaction_group_manager.rs b/src/meta/src/hummock/manager/compaction_group_manager.rs
index 3a3d596844e95..c0c00d18a01e4 100644
--- a/src/meta/src/hummock/manager/compaction_group_manager.rs
+++ b/src/meta/src/hummock/manager/compaction_group_manager.rs
@@ -19,8 +19,7 @@ use std::sync::Arc;
 use itertools::Itertools;
 use risingwave_common::catalog::TableId;
 use risingwave_hummock_sdk::compaction_group::hummock_version_ext::{
-    get_compaction_group_ids, get_member_table_ids, try_get_compaction_group_id_by_table_id,
-    TableGroupInfo,
+    get_compaction_group_ids, TableGroupInfo,
 };
 use risingwave_hummock_sdk::compaction_group::{StateTableId, StaticCompactionGroupId};
 use risingwave_hummock_sdk::CompactionGroupId;
@@ -33,7 +32,7 @@ use risingwave_pb::hummock::subscribe_compaction_event_request::ReportTask;
 use risingwave_pb::hummock::write_limits::WriteLimit;
 use risingwave_pb::hummock::{
     compact_task, CompactionConfig, CompactionGroupInfo, CompatibilityVersion, GroupConstruct,
-    GroupDelta, GroupDestroy, GroupMetaChange, StateTableInfoDelta,
+    GroupDelta, GroupDestroy, StateTableInfoDelta,
 };
 use tokio::sync::OnceCell;
 
@@ -153,10 +152,9 @@ impl HummockManager {
         table_fragments: &[crate::model::TableFragments],
     ) {
         self.unregister_table_ids(
-            &table_fragments
+            table_fragments
                 .iter()
-                .flat_map(|t| t.all_table_ids())
-                .collect_vec(),
+                .flat_map(|t| t.all_table_ids().map(TableId::new)),
         )
         .await
         .unwrap();
@@ -165,16 +163,21 @@ impl HummockManager {
     /// Unregisters stale members and groups
     /// The caller should ensure `table_fragments_list` remain unchanged during `purge`.
     /// Currently `purge` is only called during meta service start ups.
-    pub async fn purge(&self, valid_ids: &[u32]) -> Result<()> {
-        let registered_members =
-            get_member_table_ids(&self.versioning.read().await.current_version);
-        let to_unregister = registered_members
-            .into_iter()
+    pub async fn purge(&self, valid_ids: &HashSet<TableId>) -> Result<()> {
+        let to_unregister = self
+            .versioning
+            .read()
+            .await
+            .current_version
+            .state_table_info
+            .info()
+            .keys()
+            .cloned()
             .filter(|table_id| !valid_ids.contains(table_id))
             .collect_vec();
         // As we have released versioning lock, the version that `to_unregister` is calculated from
         // may not be the same as the one used in unregister_table_ids. It is OK.
-        self.unregister_table_ids(&to_unregister).await
+        self.unregister_table_ids(to_unregister).await
     }
 
     /// The implementation acquires `versioning` lock.
@@ -196,12 +199,14 @@ impl HummockManager {
         let mut compaction_groups_txn = compaction_group_manager.start_compaction_groups_txn();
 
         for (table_id, _) in pairs {
-            if let Some(old_group) =
-                try_get_compaction_group_id_by_table_id(current_version, *table_id)
+            if let Some(info) = current_version
+                .state_table_info
+                .info()
+                .get(&TableId::new(*table_id))
             {
                 return Err(Error::CompactionGroup(format!(
-                    "table {} already in group {}",
-                    *table_id, old_group
+                    "table {} already {:?}",
+                    *table_id, info
                 )));
             }
         }
@@ -256,18 +261,6 @@ impl HummockManager {
                     });
                 }
             }
-            let group_deltas = &mut new_version_delta
-                .group_deltas
-                .entry(group_id)
-                .or_default()
-                .group_deltas;
-
-            group_deltas.push(GroupDelta {
-                delta_type: Some(DeltaType::GroupMetaChange(GroupMetaChange {
-                    table_ids_add: vec![*table_id],
-                    ..Default::default()
-                })),
-            });
             assert!(new_version_delta
                 .state_table_info_delta
                 .insert(
@@ -275,6 +268,7 @@ impl HummockManager {
                     StateTableInfoDelta {
                         committed_epoch: epoch,
                         safe_epoch: epoch,
+                        compaction_group_id: *raw_group_id,
                     }
                 )
                 .is_none());
@@ -285,8 +279,12 @@ impl HummockManager {
         Ok(())
     }
 
-    pub async fn unregister_table_ids(&self, table_ids: &[StateTableId]) -> Result<()> {
-        if table_ids.is_empty() {
+    pub async fn unregister_table_ids(
+        &self,
+        table_ids: impl IntoIterator<Item = TableId> + Send,
+    ) -> Result<()> {
+        let mut table_ids = table_ids.into_iter().peekable();
+        if table_ids.peek().is_none() {
             return Ok(());
         }
         let mut versioning_guard = self.versioning.write().await;
@@ -301,39 +299,25 @@ impl HummockManager {
         let mut modified_groups: HashMap<CompactionGroupId, /* #member table */ u64> =
             HashMap::new();
         // Remove member tables
-        for table_id in table_ids.iter().unique() {
-            let group_id = match try_get_compaction_group_id_by_table_id(
-                new_version_delta.latest_version(),
-                *table_id,
-            ) {
-                Some(group_id) => group_id,
-                None => continue,
+        for table_id in table_ids.unique() {
+            let version = new_version_delta.latest_version();
+            let Some(info) = version.state_table_info.info().get(&table_id) else {
+                continue;
             };
-            let group_deltas = &mut new_version_delta
-                .group_deltas
-                .entry(group_id)
-                .or_default()
-                .group_deltas;
-            group_deltas.push(GroupDelta {
-                delta_type: Some(DeltaType::GroupMetaChange(GroupMetaChange {
-                    table_ids_remove: vec![*table_id],
-                    ..Default::default()
-                })),
-            });
+
             modified_groups
-                .entry(group_id)
+                .entry(info.compaction_group_id)
                 .and_modify(|count| *count -= 1)
                 .or_insert(
-                    new_version_delta
-                        .latest_version()
-                        .get_compaction_group_levels(group_id)
-                        .member_table_ids
+                    version
+                        .state_table_info
+                        .compaction_group_member_tables()
+                        .get(&info.compaction_group_id)
+                        .expect("should exist")
                         .len() as u64
                         - 1,
                 );
-            new_version_delta
-                .removed_table_ids
-                .insert(TableId::new(*table_id));
+            new_version_delta.removed_table_ids.insert(table_id);
         }
 
         let groups_to_remove = modified_groups
@@ -427,7 +411,12 @@ impl HummockManager {
             let group = CompactionGroupInfo {
                 id: levels.group_id,
                 parent_id: levels.parent_group_id,
-                member_table_ids: levels.member_table_ids.clone(),
+                member_table_ids: current_version
+                    .state_table_info
+                    .compaction_group_member_table_ids(levels.group_id)
+                    .iter()
+                    .map(|table_id| table_id.table_id)
+                    .collect_vec(),
                 compaction_config: Some(compaction_config),
             };
             results.push(group);
@@ -469,13 +458,24 @@ impl HummockManager {
         let mut versioning_guard = self.versioning.write().await;
         let versioning = versioning_guard.deref_mut();
         // Validate parameters.
-        let parent_group = versioning
+        if !versioning
             .current_version
             .levels
-            .get(&parent_group_id)
-            .ok_or_else(|| Error::CompactionGroup(format!("invalid group {}", parent_group_id)))?;
+            .contains_key(&parent_group_id)
+        {
+            return Err(Error::CompactionGroup(format!(
+                "invalid group {}",
+                parent_group_id
+            )));
+        }
+
         for table_id in &table_ids {
-            if !parent_group.member_table_ids.contains(table_id) {
+            if !versioning
+                .current_version
+                .state_table_info
+                .compaction_group_member_table_ids(parent_group_id)
+                .contains(&TableId::new(*table_id))
+            {
                 return Err(Error::CompactionGroup(format!(
                     "table {} doesn't in group {}",
                     table_id, parent_group_id
@@ -483,7 +483,13 @@ impl HummockManager {
             }
         }
 
-        if table_ids.len() == parent_group.member_table_ids.len() {
+        if table_ids.len()
+            == versioning
+                .current_version
+                .state_table_info
+                .compaction_group_member_table_ids(parent_group_id)
+                .len()
+        {
             return Err(Error::CompactionGroup(format!(
                 "invalid split attempt for group {}: all member tables are moved",
                 parent_group_id
@@ -521,6 +527,8 @@ impl HummockManager {
                     .clone();
                 config.split_weight_by_vnode = partition_vnode_count;
 
+                #[expect(deprecated)]
+                // fill the deprecated field with default value
                 new_version_delta.group_deltas.insert(
                     new_compaction_group_id,
                     GroupDeltas {
@@ -530,20 +538,8 @@ impl HummockManager {
                                 group_id: new_compaction_group_id,
                                 parent_group_id,
                                 new_sst_start_id,
-                                table_ids: table_ids.to_vec(),
-                                version: CompatibilityVersion::NoTrivialSplit as i32,
-                            })),
-                        }],
-                    },
-                );
-
-                new_version_delta.group_deltas.insert(
-                    parent_group_id,
-                    GroupDeltas {
-                        group_deltas: vec![GroupDelta {
-                            delta_type: Some(DeltaType::GroupMetaChange(GroupMetaChange {
-                                table_ids_remove: table_ids.to_vec(),
-                                ..Default::default()
+                                table_ids: vec![],
+                                version: CompatibilityVersion::NoMemberTableIds as i32,
                             })),
                         }],
                     },
@@ -553,6 +549,27 @@ impl HummockManager {
         };
 
         let (new_compaction_group_id, config) = new_group;
+        new_version_delta.with_latest_version(|version, new_version_delta| {
+            for table_id in &table_ids {
+                let table_id = TableId::new(*table_id);
+                let info = version
+                    .state_table_info
+                    .info()
+                    .get(&table_id)
+                    .expect("have check exist previously");
+                assert!(new_version_delta
+                    .state_table_info_delta
+                    .insert(
+                        table_id,
+                        StateTableInfoDelta {
+                            committed_epoch: info.committed_epoch,
+                            safe_epoch: info.safe_epoch,
+                            compaction_group_id: new_compaction_group_id,
+                        }
+                    )
+                    .is_none());
+            }
+        });
         {
             let mut compaction_group_manager = self.compaction_group_manager.write().await;
             let mut compaction_groups_txn = compaction_group_manager.start_compaction_groups_txn();
@@ -606,21 +623,26 @@ impl HummockManager {
         {
             let versioning_guard = self.versioning.read().await;
             let version = &versioning_guard.current_version;
-            for (group_id, group) in &version.levels {
+            for group_id in version.levels.keys() {
                 let mut group_info = TableGroupInfo {
                     group_id: *group_id,
                     ..Default::default()
                 };
-                for table_id in &group.member_table_ids {
+                for table_id in version
+                    .state_table_info
+                    .compaction_group_member_table_ids(*group_id)
+                {
                     let stats_size = versioning_guard
                         .version_stats
                         .table_stats
-                        .get(table_id)
+                        .get(&table_id.table_id)
                         .map(|stats| stats.total_key_size + stats.total_value_size)
                         .unwrap_or(0);
                     let table_size = std::cmp::max(stats_size, 0) as u64;
                     group_info.group_size += table_size;
-                    group_info.table_statistic.insert(*table_id, table_size);
+                    group_info
+                        .table_statistic
+                        .insert(table_id.table_id, table_size);
                 }
                 infos.push(group_info);
             }
@@ -824,9 +846,8 @@ impl<'a> CompactionGroupTransaction<'a> {
 
 #[cfg(test)]
 mod tests {
-    use std::collections::BTreeMap;
+    use std::collections::{BTreeMap, HashSet};
 
-    use itertools::Itertools;
     use risingwave_common::catalog::TableId;
     use risingwave_pb::hummock::rise_ctl_update_compaction_config_request::mutable_config::MutableConfig;
     use risingwave_pb::meta::table_fragments::Fragment;
@@ -966,11 +987,14 @@ mod tests {
 
         // Test purge_stale_members: table fragments
         compaction_group_manager
-            .purge(&table_fragment_2.all_table_ids().collect_vec())
+            .purge(&table_fragment_2.all_table_ids().map(TableId::new).collect())
             .await
             .unwrap();
         assert_eq!(registered_number().await, 4);
-        compaction_group_manager.purge(&[]).await.unwrap();
+        compaction_group_manager
+            .purge(&HashSet::new())
+            .await
+            .unwrap();
         assert_eq!(registered_number().await, 0);
 
         assert_eq!(group_number().await, 2);
diff --git a/src/meta/src/hummock/manager/tests.rs b/src/meta/src/hummock/manager/tests.rs
index 5b62e5f0694b7..c2abc138e4944 100644
--- a/src/meta/src/hummock/manager/tests.rs
+++ b/src/meta/src/hummock/manager/tests.rs
@@ -21,6 +21,7 @@ use std::sync::Arc;
 
 use itertools::Itertools;
 use prometheus::Registry;
+use risingwave_common::catalog::TableId;
 use risingwave_common::util::epoch::{test_epoch, EpochExt, INVALID_EPOCH};
 use risingwave_hummock_sdk::compact::compact_task_to_string;
 use risingwave_hummock_sdk::compaction_group::hummock_version_ext::get_compaction_group_ssts;
@@ -46,7 +47,7 @@ use crate::hummock::compaction::selector::{
 };
 use crate::hummock::error::Error;
 use crate::hummock::test_utils::*;
-use crate::hummock::{CommitEpochInfo, HummockManager, HummockManagerRef};
+use crate::hummock::{HummockManager, HummockManagerRef};
 use crate::manager::{MetaSrvEnv, MetaStoreImpl, WorkerId};
 use crate::model::MetadataModel;
 use crate::rpc::metrics::MetaMetrics;
@@ -801,10 +802,7 @@ async fn test_invalid_sst_id() {
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), WorkerId::MAX))
         .collect();
     let error = hummock_manager
-        .commit_epoch(
-            epoch,
-            CommitEpochInfo::for_test(ssts.clone(), sst_to_worker),
-        )
+        .commit_epoch_for_test(epoch, ssts.clone(), sst_to_worker)
         .await
         .unwrap_err();
     assert!(matches!(error, Error::InvalidSst(1)));
@@ -814,7 +812,7 @@ async fn test_invalid_sst_id() {
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), context_id))
         .collect();
     hummock_manager
-        .commit_epoch(epoch, CommitEpochInfo::for_test(ssts, sst_to_worker))
+        .commit_epoch_for_test(epoch, ssts, sst_to_worker)
         .await
         .unwrap();
 }
@@ -1188,9 +1186,10 @@ async fn test_extend_objects_to_delete() {
     assert_eq!(objects_to_delete.len(), orphan_sst_num as usize);
     let new_epoch = pinned_version2.max_committed_epoch.next_epoch();
     hummock_manager
-        .commit_epoch(
+        .commit_epoch_for_test(
             new_epoch,
-            CommitEpochInfo::for_test(Vec::<ExtendedSstableInfo>::new(), Default::default()),
+            Vec::<ExtendedSstableInfo>::new(),
+            Default::default(),
         )
         .await
         .unwrap();
@@ -1261,7 +1260,7 @@ async fn test_version_stats() {
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), worker_node.id))
         .collect();
     hummock_manager
-        .commit_epoch(epoch, CommitEpochInfo::for_test(ssts, sst_to_worker))
+        .commit_epoch_for_test(epoch, ssts, sst_to_worker)
         .await
         .unwrap();
 
@@ -1360,10 +1359,7 @@ async fn test_split_compaction_group_on_commit() {
         table_stats: Default::default(),
     };
     hummock_manager
-        .commit_epoch(
-            30,
-            CommitEpochInfo::for_test(vec![sst_1], HashMap::from([(10, context_id)])),
-        )
+        .commit_epoch_for_test(30, vec![sst_1], HashMap::from([(10, context_id)]))
         .await
         .unwrap();
     let current_version = hummock_manager.get_current_version().await;
@@ -1378,14 +1374,20 @@ async fn test_split_compaction_group_on_commit() {
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(2)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(2)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![100]
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(3)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(3)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![101]
     );
 }
@@ -1467,12 +1469,10 @@ async fn test_split_compaction_group_on_demand_basic() {
         table_stats: Default::default(),
     };
     hummock_manager
-        .commit_epoch(
+        .commit_epoch_for_test(
             30,
-            CommitEpochInfo::for_test(
-                vec![sst_1, sst_2],
-                HashMap::from([(10, context_id), (11, context_id)]),
-            ),
+            vec![sst_1, sst_2],
+            HashMap::from([(10, context_id), (11, context_id)]),
         )
         .await
         .unwrap();
@@ -1511,14 +1511,21 @@ async fn test_split_compaction_group_on_demand_basic() {
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(2)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(2)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![102]
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(new_group_id)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(new_group_id)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .sorted()
+            .collect_vec(),
         vec![100, 101]
     );
 }
@@ -1549,10 +1556,7 @@ async fn test_split_compaction_group_on_demand_non_trivial() {
         .await
         .unwrap();
     hummock_manager
-        .commit_epoch(
-            30,
-            CommitEpochInfo::for_test(vec![sst_1], HashMap::from([(10, context_id)])),
-        )
+        .commit_epoch_for_test(30, vec![sst_1], HashMap::from([(10, context_id)]))
         .await
         .unwrap();
 
@@ -1575,14 +1579,20 @@ async fn test_split_compaction_group_on_demand_non_trivial() {
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(2)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(2)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![101]
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(new_group_id)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(new_group_id)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![100]
     );
 }
@@ -1651,17 +1661,15 @@ async fn test_split_compaction_group_trivial_expired() {
     sst_4.sst_info.sst_id = 9;
     sst_4.sst_info.object_id = 9;
     hummock_manager
-        .commit_epoch(
+        .commit_epoch_for_test(
             30,
-            CommitEpochInfo::for_test(
-                vec![sst_1, sst_2, sst_3, sst_4],
-                HashMap::from([
-                    (10, context_id),
-                    (11, context_id),
-                    (9, context_id),
-                    (8, context_id),
-                ]),
-            ),
+            vec![sst_1, sst_2, sst_3, sst_4],
+            HashMap::from([
+                (10, context_id),
+                (11, context_id),
+                (9, context_id),
+                (8, context_id),
+            ]),
         )
         .await
         .unwrap();
@@ -1698,14 +1706,21 @@ async fn test_split_compaction_group_trivial_expired() {
     assert!(new_group_id > StaticCompactionGroupId::End as u64);
     assert_eq!(
         current_version
-            .get_compaction_group_levels(2)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(2)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .sorted()
+            .collect_vec(),
         vec![101, 102]
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(new_group_id)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(new_group_id)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![100]
     );
 
@@ -1791,10 +1806,7 @@ async fn test_split_compaction_group_on_demand_bottom_levels() {
         table_stats: Default::default(),
     };
     hummock_manager
-        .commit_epoch(
-            30,
-            CommitEpochInfo::for_test(vec![sst_1.clone()], HashMap::from([(10, context_id)])),
-        )
+        .commit_epoch_for_test(30, vec![sst_1.clone()], HashMap::from([(10, context_id)]))
         .await
         .unwrap();
     // Construct data via manual compaction
@@ -1947,12 +1959,10 @@ async fn test_compaction_task_expiration_due_to_split_group() {
         table_stats: Default::default(),
     };
     hummock_manager
-        .commit_epoch(
+        .commit_epoch_for_test(
             30,
-            CommitEpochInfo::for_test(
-                vec![sst_1, sst_2],
-                HashMap::from([(10, context_id), (11, context_id)]),
-            ),
+            vec![sst_1, sst_2],
+            HashMap::from([(10, context_id), (11, context_id)]),
         )
         .await
         .unwrap();
@@ -2009,10 +2019,7 @@ async fn test_move_tables_between_compaction_group() {
         .unwrap();
     let sst_1 = gen_extend_sstable_info(10, 2, 1, vec![100, 101, 102]);
     hummock_manager
-        .commit_epoch(
-            30,
-            CommitEpochInfo::for_test(vec![sst_1.clone()], HashMap::from([(10, context_id)])),
-        )
+        .commit_epoch_for_test(30, vec![sst_1.clone()], HashMap::from([(10, context_id)]))
         .await
         .unwrap();
     // Construct data via manual compaction
@@ -2035,10 +2042,7 @@ async fn test_move_tables_between_compaction_group() {
         .unwrap());
     let sst_2 = gen_extend_sstable_info(14, 2, 1, vec![101, 102]);
     hummock_manager
-        .commit_epoch(
-            31,
-            CommitEpochInfo::for_test(vec![sst_2.clone()], HashMap::from([(14, context_id)])),
-        )
+        .commit_epoch_for_test(31, vec![sst_2.clone()], HashMap::from([(14, context_id)]))
         .await
         .unwrap();
     let current_version = hummock_manager.get_current_version().await;
@@ -2187,10 +2191,7 @@ async fn test_partition_level() {
         .unwrap();
     let sst_1 = gen_extend_sstable_info(10, 2, 1, vec![100, 101]);
     hummock_manager
-        .commit_epoch(
-            30,
-            CommitEpochInfo::for_test(vec![sst_1.clone()], HashMap::from([(10, context_id)])),
-        )
+        .commit_epoch_for_test(30, vec![sst_1.clone()], HashMap::from([(10, context_id)]))
         .await
         .unwrap();
     // Construct data via manual compaction
@@ -2233,9 +2234,10 @@ async fn test_partition_level() {
         sst.sst_info.file_size = 10 * MB;
         sst.sst_info.uncompressed_file_size = 10 * MB;
         hummock_manager
-            .commit_epoch(
+            .commit_epoch_for_test(
                 epoch,
-                CommitEpochInfo::for_test(vec![sst], HashMap::from([(global_sst_id, context_id)])),
+                vec![sst],
+                HashMap::from([(global_sst_id, context_id)]),
             )
             .await
             .unwrap();
@@ -2337,12 +2339,10 @@ async fn test_unregister_moved_table() {
         table_stats: Default::default(),
     };
     hummock_manager
-        .commit_epoch(
+        .commit_epoch_for_test(
             30,
-            CommitEpochInfo::for_test(
-                vec![sst_1, sst_2],
-                HashMap::from([(10, context_id), (11, context_id)]),
-            ),
+            vec![sst_1, sst_2],
+            HashMap::from([(10, context_id), (11, context_id)]),
         )
         .await
         .unwrap();
@@ -2370,18 +2370,27 @@ async fn test_unregister_moved_table() {
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(2)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(2)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![101]
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(new_group_id)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(new_group_id)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![100]
     );
 
-    hummock_manager.unregister_table_ids(&[100]).await.unwrap();
+    hummock_manager
+        .unregister_table_ids([TableId::new(100)])
+        .await
+        .unwrap();
     let current_version = hummock_manager.get_current_version().await;
     assert_eq!(current_version.levels.len(), 2);
     assert!(!current_version.levels.contains_key(&new_group_id));
@@ -2391,8 +2400,11 @@ async fn test_unregister_moved_table() {
     );
     assert_eq!(
         current_version
-            .get_compaction_group_levels(2)
-            .member_table_ids,
+            .state_table_info
+            .compaction_group_member_table_ids(2)
+            .iter()
+            .map(|table_id| table_id.table_id)
+            .collect_vec(),
         vec![101]
     );
 }
diff --git a/src/meta/src/hummock/manager/versioning.rs b/src/meta/src/hummock/manager/versioning.rs
index 790ac6b54fef1..2e6b2512a8be0 100644
--- a/src/meta/src/hummock/manager/versioning.rs
+++ b/src/meta/src/hummock/manager/versioning.rs
@@ -332,7 +332,12 @@ pub(super) fn calc_new_write_limits(
             new_write_limits.insert(
                 *id,
                 WriteLimit {
-                    table_ids: levels.member_table_ids.clone(),
+                    table_ids: version
+                        .state_table_info
+                        .compaction_group_member_table_ids(*id)
+                        .iter()
+                        .map(|table_id| table_id.table_id)
+                        .collect(),
                     reason: write_limit_type.as_str(),
                 },
             );
diff --git a/src/meta/src/hummock/metrics_utils.rs b/src/meta/src/hummock/metrics_utils.rs
index 19eeb24f67aa9..3779ff5b2be97 100644
--- a/src/meta/src/hummock/metrics_utils.rs
+++ b/src/meta/src/hummock/metrics_utils.rs
@@ -529,12 +529,17 @@ pub fn trigger_write_stop_stats(
 pub fn trigger_split_stat(metrics: &MetaMetrics, version: &HummockVersion) {
     let branched_ssts = version.build_branched_sst_info();
 
-    for (compaction_group_id, group) in &version.levels {
+    for compaction_group_id in version.levels.keys() {
         let group_label = compaction_group_id.to_string();
         metrics
             .state_table_count
             .with_label_values(&[&group_label])
-            .set(group.member_table_ids.len() as _);
+            .set(
+                version
+                    .state_table_info
+                    .compaction_group_member_table_ids(*compaction_group_id)
+                    .len() as _,
+            );
 
         let branched_sst_count: usize = branched_ssts
             .values()
diff --git a/src/meta/src/hummock/mock_hummock_meta_client.rs b/src/meta/src/hummock/mock_hummock_meta_client.rs
index 3227c4ad3d34e..dea226e28b047 100644
--- a/src/meta/src/hummock/mock_hummock_meta_client.rs
+++ b/src/meta/src/hummock/mock_hummock_meta_client.rs
@@ -12,6 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::collections::BTreeMap;
 use std::sync::atomic::{AtomicU32, Ordering};
 use std::sync::Arc;
 use std::time::SystemTime;
@@ -172,25 +173,28 @@ impl HummockMetaClient for MockHummockMetaClient {
             sync_result.uncommitted_ssts.iter().map(|sst| &sst.sst_info),
             &vec![epoch],
             version
-                .levels
-                .values()
-                .flat_map(|group| group.member_table_ids.iter().map(|table_id| (*table_id, 0))),
+                .state_table_info
+                .info()
+                .keys()
+                .map(|table_id| (table_id.table_id, 0)),
         );
         self.hummock_manager
-            .commit_epoch(
+            .commit_epoch(CommitEpochInfo::new(
+                sync_result
+                    .uncommitted_ssts
+                    .into_iter()
+                    .map(|sst| sst.into())
+                    .collect(),
+                new_table_watermark,
+                sst_to_worker,
+                None,
+                table_change_log,
+                BTreeMap::from_iter([(
+                    epoch,
+                    version.state_table_info.info().keys().cloned().collect(),
+                )]),
                 epoch,
-                CommitEpochInfo::new(
-                    sync_result
-                        .uncommitted_ssts
-                        .into_iter()
-                        .map(|sst| sst.into())
-                        .collect(),
-                    new_table_watermark,
-                    sst_to_worker,
-                    None,
-                    table_change_log,
-                ),
-            )
+            ))
             .await
             .map_err(mock_err)?;
         Ok(())
diff --git a/src/meta/src/hummock/mod.rs b/src/meta/src/hummock/mod.rs
index 65017943cb90f..4150f51280d3d 100644
--- a/src/meta/src/hummock/mod.rs
+++ b/src/meta/src/hummock/mod.rs
@@ -23,7 +23,6 @@ mod metrics_utils;
 #[cfg(any(test, feature = "test"))]
 pub mod mock_hummock_meta_client;
 pub mod model;
-#[cfg(any(test, feature = "test"))]
 pub mod test_utils;
 mod utils;
 mod vacuum;
diff --git a/src/meta/src/hummock/test_utils.rs b/src/meta/src/hummock/test_utils.rs
index 0090cceeed1cd..32cbd4932adf6 100644
--- a/src/meta/src/hummock/test_utils.rs
+++ b/src/meta/src/hummock/test_utils.rs
@@ -12,10 +12,13 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+#![cfg(any(test, feature = "test"))]
+
 use std::sync::Arc;
 use std::time::Duration;
 
 use itertools::Itertools;
+use risingwave_common::catalog::TableId;
 use risingwave_common::util::epoch::test_epoch;
 use risingwave_hummock_sdk::compaction_group::StaticCompactionGroupId;
 use risingwave_hummock_sdk::key::key_with_epoch;
@@ -24,15 +27,13 @@ use risingwave_hummock_sdk::{
     CompactionGroupId, HummockContextId, HummockEpoch, HummockSstableObjectId, LocalSstableInfo,
 };
 use risingwave_pb::common::{HostAddress, WorkerNode, WorkerType};
-#[cfg(test)]
 use risingwave_pb::hummock::compact_task::TaskStatus;
-use risingwave_pb::hummock::{CompactionConfig, HummockSnapshot, KeyRange, SstableInfo};
+use risingwave_pb::hummock::{CompactionConfig, KeyRange, SstableInfo};
 use risingwave_pb::meta::add_worker_node_request::Property;
 
 use crate::hummock::compaction::compaction_config::CompactionConfigBuilder;
-#[cfg(test)]
 use crate::hummock::compaction::selector::default_compaction_selector;
-use crate::hummock::{CommitEpochInfo, CompactorManager, HummockManager, HummockManagerRef};
+use crate::hummock::{CompactorManager, HummockManager, HummockManagerRef};
 use crate::manager::{
     ClusterManager, ClusterManagerRef, FragmentManager, MetaSrvEnv, META_NODE_ID,
 };
@@ -49,7 +50,6 @@ pub fn to_local_sstable_info(ssts: &[SstableInfo]) -> Vec<LocalSstableInfo> {
         .collect_vec()
 }
 
-#[cfg(test)]
 pub async fn add_test_tables(
     hummock_manager: &HummockManager,
     context_id: HummockContextId,
@@ -73,7 +73,7 @@ pub async fn add_test_tables(
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), context_id))
         .collect();
     hummock_manager
-        .commit_epoch(epoch, CommitEpochInfo::for_test(ssts, sst_to_worker))
+        .commit_epoch_for_test(epoch, ssts, sst_to_worker)
         .await
         .unwrap();
     // Simulate a compaction and increase version by 1.
@@ -148,7 +148,7 @@ pub async fn add_test_tables(
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), context_id))
         .collect();
     hummock_manager
-        .commit_epoch(epoch, CommitEpochInfo::for_test(ssts, sst_to_worker))
+        .commit_epoch_for_test(epoch, ssts, sst_to_worker)
         .await
         .unwrap();
     vec![test_tables, test_tables_2, test_tables_3]
@@ -251,7 +251,7 @@ pub async fn unregister_table_ids_from_compaction_group(
     table_ids: &[u32],
 ) {
     hummock_manager_ref
-        .unregister_table_ids(table_ids)
+        .unregister_table_ids(table_ids.iter().map(|table_id| TableId::new(*table_id)))
         .await
         .unwrap();
 }
@@ -379,13 +379,13 @@ pub async fn commit_from_meta_node(
     hummock_manager_ref: &HummockManager,
     epoch: HummockEpoch,
     ssts: Vec<LocalSstableInfo>,
-) -> crate::hummock::error::Result<Option<HummockSnapshot>> {
+) -> crate::hummock::error::Result<()> {
     let sst_to_worker = ssts
         .iter()
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), META_NODE_ID))
         .collect();
     hummock_manager_ref
-        .commit_epoch(epoch, CommitEpochInfo::for_test(ssts, sst_to_worker))
+        .commit_epoch_for_test(epoch, ssts, sst_to_worker)
         .await
 }
 
@@ -402,7 +402,7 @@ pub async fn add_ssts(
         .map(|LocalSstableInfo { sst_info, .. }| (sst_info.get_object_id(), context_id))
         .collect();
     hummock_manager
-        .commit_epoch(epoch, CommitEpochInfo::for_test(ssts, sst_to_worker))
+        .commit_epoch_for_test(epoch, ssts, sst_to_worker)
         .await
         .unwrap();
     test_tables
diff --git a/src/meta/src/manager/catalog/fragment.rs b/src/meta/src/manager/catalog/fragment.rs
index 9cb0d25a09ae0..6c8390ff92991 100644
--- a/src/meta/src/manager/catalog/fragment.rs
+++ b/src/meta/src/manager/catalog/fragment.rs
@@ -24,6 +24,7 @@ use risingwave_common::hash::{ActorMapping, ParallelUnitId, ParallelUnitMapping}
 use risingwave_common::util::stream_graph_visitor::{
     visit_stream_node, visit_stream_node_cont, visit_stream_node_cont_mut,
 };
+use risingwave_common::util::worker_util::WorkerNodeId;
 use risingwave_connector::source::SplitImpl;
 use risingwave_meta_model_v2::SourceId;
 use risingwave_pb::common::{PbParallelUnitMapping, PbWorkerSlotMapping};
@@ -119,12 +120,21 @@ pub struct FragmentManager {
     core: RwLock<FragmentManagerCore>,
 }
 
+#[derive(Clone)]
+pub struct InflightFragmentInfo {
+    pub actors: HashMap<ActorId, WorkerNodeId>,
+    pub state_table_ids: HashSet<TableId>,
+    pub is_injectable: bool,
+}
+
 pub struct ActorInfos {
-    /// `node_id` => `actor_ids`
-    pub actor_maps: HashMap<WorkerId, Vec<ActorId>>,
+    pub fragment_infos: HashMap<FragmentId, InflightFragmentInfo>,
+}
 
-    /// all reachable barrier inject actors
-    pub barrier_inject_actor_maps: HashMap<WorkerId, Vec<ActorId>>,
+impl ActorInfos {
+    pub fn new(fragment_infos: HashMap<FragmentId, InflightFragmentInfo>) -> Self {
+        Self { fragment_infos }
+    }
 }
 
 pub type FragmentManagerRef = Arc<FragmentManager>;
@@ -726,39 +736,45 @@ impl FragmentManager {
     /// Used in [`crate::barrier::GlobalBarrierManager`], load all running actor that need to be sent or
     /// collected
     pub async fn load_all_actors(&self) -> ActorInfos {
-        let mut actor_maps = HashMap::new();
-        let mut barrier_inject_actor_maps = HashMap::new();
+        let mut fragment_infos = HashMap::new();
 
         let map = &self.core.read().await.table_fragments;
         for fragments in map.values() {
-            for (worker_id, actor_states) in fragments.worker_actor_states() {
-                for (actor_id, actor_state) in actor_states {
-                    if actor_state == ActorState::Running {
-                        actor_maps
-                            .entry(worker_id)
-                            .or_insert_with(Vec::new)
-                            .push(actor_id);
-                    }
-                }
-            }
-
-            let barrier_inject_actors = fragments.worker_barrier_inject_actor_states();
-            for (worker_id, actor_states) in barrier_inject_actors {
-                for (actor_id, actor_state) in actor_states {
-                    if actor_state == ActorState::Running {
-                        barrier_inject_actor_maps
-                            .entry(worker_id)
-                            .or_insert_with(Vec::new)
-                            .push(actor_id);
-                    }
-                }
+            for fragment in fragments.fragments.values() {
+                let info = InflightFragmentInfo {
+                    actors: fragment
+                        .actors
+                        .iter()
+                        .filter_map(|actor| {
+                            let status = fragments
+                                .actor_status
+                                .get(&actor.actor_id)
+                                .expect("should exist");
+                            if status.state == ActorState::Running as i32 {
+                                Some((
+                                    actor.actor_id,
+                                    status
+                                        .get_parallel_unit()
+                                        .expect("should set")
+                                        .worker_node_id,
+                                ))
+                            } else {
+                                None
+                            }
+                        })
+                        .collect(),
+                    state_table_ids: fragment
+                        .state_table_ids
+                        .iter()
+                        .map(|table_id| TableId::new(*table_id))
+                        .collect(),
+                    is_injectable: TableFragments::is_injectable(fragment.fragment_type_mask),
+                };
+                assert!(fragment_infos.insert(fragment.fragment_id, info,).is_none());
             }
         }
 
-        ActorInfos {
-            actor_maps,
-            barrier_inject_actor_maps,
-        }
+        ActorInfos::new(fragment_infos)
     }
 
     async fn migrate_fragment_actors_inner(
diff --git a/src/meta/src/manager/env.rs b/src/meta/src/manager/env.rs
index 6cb09df0f08c5..e10d64a656328 100644
--- a/src/meta/src/manager/env.rs
+++ b/src/meta/src/manager/env.rs
@@ -20,6 +20,7 @@ use risingwave_common::config::{
 };
 use risingwave_common::session_config::SessionConfig;
 use risingwave_common::system_param::reader::SystemParamsReader;
+use risingwave_meta_model_migration::{MigrationStatus, Migrator, MigratorTrait};
 use risingwave_meta_model_v2::prelude::Cluster;
 use risingwave_pb::meta::SystemParams;
 use risingwave_rpc_client::{StreamClientPool, StreamClientPoolRef};
@@ -351,15 +352,32 @@ impl MetaOpts {
     }
 }
 
+/// This function `is_first_launch_for_sql_backend_cluster` is used to check whether the cluster, which uses SQL as the backend, is a new cluster.
+/// It determines this by inspecting the applied migrations. If the migration `m20230908_072257_init` has been applied,
+/// then it is considered an old cluster.
+///
+/// Note: this check should be performed before `Migrator::up()`.
+pub async fn is_first_launch_for_sql_backend_cluster(
+    sql_meta_store: &SqlMetaStore,
+) -> MetaResult<bool> {
+    let migrations = Migrator::get_applied_migrations(&sql_meta_store.conn).await?;
+    for migration in migrations {
+        if migration.name() == "m20230908_072257_init"
+            && migration.status() == MigrationStatus::Applied
+        {
+            return Ok(false);
+        }
+    }
+    Ok(true)
+}
+
 impl MetaSrvEnv {
     pub async fn new(
         opts: MetaOpts,
-        init_system_params: SystemParams,
+        mut init_system_params: SystemParams,
         init_session_config: SessionConfig,
         meta_store_impl: MetaStoreImpl,
     ) -> MetaResult<Self> {
-        let notification_manager =
-            Arc::new(NotificationManager::new(meta_store_impl.clone()).await);
         let idle_manager = Arc::new(IdleManager::new(opts.max_idle_ms));
         let stream_client_pool = Arc::new(StreamClientPool::default());
         let event_log_manager = Arc::new(start_event_log_manager(
@@ -369,6 +387,8 @@ impl MetaSrvEnv {
 
         let env = match &meta_store_impl {
             MetaStoreImpl::Kv(meta_store) => {
+                let notification_manager =
+                    Arc::new(NotificationManager::new(meta_store_impl.clone()).await);
                 let id_gen_manager = Arc::new(IdGeneratorManager::new(meta_store.clone()).await);
                 let (cluster_id, cluster_first_launch) =
                     if let Some(id) = ClusterId::from_meta_store(meta_store).await? {
@@ -376,6 +396,11 @@ impl MetaSrvEnv {
                     } else {
                         (ClusterId::new(), true)
                     };
+
+                // For new clusters, the name of the object store needs to be prefixed according to the object id.
+                // For old clusters, the prefix is ​​not divided for the sake of compatibility.
+
+                init_system_params.use_new_object_prefix_strategy = Some(cluster_first_launch);
                 let system_params_manager = Arc::new(
                     SystemParamsManager::new(
                         meta_store.clone(),
@@ -418,11 +443,24 @@ impl MetaSrvEnv {
                 }
             }
             MetaStoreImpl::Sql(sql_meta_store) => {
+                let is_sql_backend_cluster_first_launch =
+                    is_first_launch_for_sql_backend_cluster(sql_meta_store).await?;
+                // Try to upgrade if any new model changes are added.
+                Migrator::up(&sql_meta_store.conn, None)
+                    .await
+                    .expect("Failed to upgrade models in meta store");
+
+                let notification_manager =
+                    Arc::new(NotificationManager::new(meta_store_impl.clone()).await);
                 let cluster_id = Cluster::find()
                     .one(&sql_meta_store.conn)
                     .await?
                     .map(|c| c.cluster_id.to_string().into())
                     .unwrap();
+                init_system_params.use_new_object_prefix_strategy =
+                    Some(is_sql_backend_cluster_first_launch);
+                // For new clusters, the name of the object store needs to be prefixed according to the object id.
+                // For old clusters, the prefix is ​​not divided for the sake of compatibility.
                 let system_param_controller = Arc::new(
                     SystemParamsController::new(
                         sql_meta_store.clone(),
diff --git a/src/meta/src/model/stream.rs b/src/meta/src/model/stream.rs
index 4e49a602ed8a4..144a33ae7b24b 100644
--- a/src/meta/src/model/stream.rs
+++ b/src/meta/src/model/stream.rs
@@ -345,11 +345,6 @@ impl TableFragments {
             .collect()
     }
 
-    /// Returns barrier inject actor ids.
-    pub fn barrier_inject_actor_ids(&self) -> Vec<ActorId> {
-        Self::filter_actor_ids(self, Self::is_injectable)
-    }
-
     /// Check if the fragment type mask is injectable.
     pub fn is_injectable(fragment_type_mask: u32) -> bool {
         (fragment_type_mask
@@ -561,20 +556,6 @@ impl TableFragments {
         actors
     }
 
-    pub fn worker_barrier_inject_actor_states(
-        &self,
-    ) -> BTreeMap<WorkerId, Vec<(ActorId, ActorState)>> {
-        let mut map = BTreeMap::default();
-        let barrier_inject_actor_ids = self.barrier_inject_actor_ids();
-        for &actor_id in &barrier_inject_actor_ids {
-            let actor_status = &self.actor_status[&actor_id];
-            map.entry(actor_status.get_parallel_unit().unwrap().worker_node_id as WorkerId)
-                .or_insert_with(Vec::new)
-                .push((actor_id, actor_status.state()));
-        }
-        map
-    }
-
     /// Returns actor map: `actor_id` => `StreamActor`.
     pub fn actor_map(&self) -> HashMap<ActorId, StreamActor> {
         let mut actor_map = HashMap::default();
diff --git a/src/meta/src/rpc/ddl_controller_v2.rs b/src/meta/src/rpc/ddl_controller_v2.rs
index 13ecfca13c782..0dabc9b19022d 100644
--- a/src/meta/src/rpc/ddl_controller_v2.rs
+++ b/src/meta/src/rpc/ddl_controller_v2.rs
@@ -104,7 +104,7 @@ impl DdlController {
                 self.env.event_log_manager_ref().add_event_logs(vec![
                     risingwave_pb::meta::event_log::Event::CreateStreamJobFail(event),
                 ]);
-                let (aborted, _) = mgr
+                let aborted = mgr
                     .catalog_controller
                     .try_abort_creating_streaming_job(job_id as _, false)
                     .await?;
@@ -384,6 +384,7 @@ impl DdlController {
             connections,
             source_fragments,
             removed_actors,
+            removed_fragments,
         } = release_ctx;
 
         // delete vpc endpoints.
@@ -423,6 +424,7 @@ impl DdlController {
                 removed_actors.into_iter().map(|id| id as _).collect(),
                 streaming_job_ids,
                 state_table_ids,
+                removed_fragments.iter().map(|id| *id as _).collect(),
             )
             .await;
 
diff --git a/src/meta/src/stream/stream_manager.rs b/src/meta/src/stream/stream_manager.rs
index d582095367fdc..d6a257575fbd2 100644
--- a/src/meta/src/stream/stream_manager.rs
+++ b/src/meta/src/stream/stream_manager.rs
@@ -30,7 +30,7 @@ use tracing::Instrument;
 use super::{Locations, RescheduleOptions, ScaleControllerRef, TableResizePolicy};
 use crate::barrier::{BarrierScheduler, Command, ReplaceTablePlan, StreamRpcManager};
 use crate::manager::{DdlType, MetaSrvEnv, MetadataManager, StreamingJob};
-use crate::model::{ActorId, MetadataModel, TableFragments, TableParallelism};
+use crate::model::{ActorId, FragmentId, MetadataModel, TableFragments, TableParallelism};
 use crate::stream::{to_build_actor_info, SourceManagerRef};
 use crate::{MetaError, MetaResult};
 
@@ -550,6 +550,7 @@ impl GlobalStreamManager {
         removed_actors: Vec<ActorId>,
         streaming_job_ids: Vec<ObjectId>,
         state_table_ids: Vec<risingwave_meta_model_v2::TableId>,
+        fragment_ids: HashSet<FragmentId>,
     ) {
         if !removed_actors.is_empty()
             || !streaming_job_ids.is_empty()
@@ -559,14 +560,11 @@ impl GlobalStreamManager {
                 .barrier_scheduler
                 .run_command(Command::DropStreamingJobs {
                     actors: removed_actors,
-                    unregistered_table_fragment_ids: streaming_job_ids
-                        .into_iter()
-                        .map(|job_id| TableId::new(job_id as _))
-                        .collect(),
                     unregistered_state_table_ids: state_table_ids
                         .into_iter()
                         .map(|table_id| TableId::new(table_id as _))
                         .collect(),
+                    unregistered_fragment_ids: fragment_ids,
                 })
                 .await
                 .inspect_err(|err| {
@@ -601,11 +599,14 @@ impl GlobalStreamManager {
             .barrier_scheduler
             .run_command(Command::DropStreamingJobs {
                 actors: dropped_actors,
-                unregistered_table_fragment_ids: table_ids.into_iter().collect(),
                 unregistered_state_table_ids: unregister_table_ids
                     .into_iter()
                     .map(TableId::new)
                     .collect(),
+                unregistered_fragment_ids: table_fragments_vec
+                    .iter()
+                    .flat_map(|fragments| fragments.fragments.keys().cloned())
+                    .collect(),
             })
             .await
             .inspect_err(|err| {
@@ -815,7 +816,6 @@ mod tests {
         CatalogManager, CatalogManagerRef, ClusterManager, FragmentManager, FragmentManagerRef,
         RelationIdEnum, StreamingClusterInfo,
     };
-    use crate::model::FragmentId;
     use crate::rpc::ddl_controller::DropMode;
     use crate::rpc::metrics::MetaMetrics;
     use crate::stream::{ScaleController, SourceManager};
diff --git a/src/meta/src/stream/test_fragmenter.rs b/src/meta/src/stream/test_fragmenter.rs
index f2d9a43241729..510011e69eb88 100644
--- a/src/meta/src/stream/test_fragmenter.rs
+++ b/src/meta/src/stream/test_fragmenter.rs
@@ -474,7 +474,13 @@ async fn test_graph_builder() -> MetaResult<()> {
 
     let table_fragments = TableFragments::for_test(TableId::default(), graph);
     let actors = table_fragments.actors();
-    let barrier_inject_actor_ids = table_fragments.barrier_inject_actor_ids();
+    let barrier_inject_actor_ids = table_fragments
+        .fragments
+        .values()
+        .filter(|fragment| TableFragments::is_injectable(fragment.fragment_type_mask))
+        .flat_map(|fragment| fragment.actors.iter().map(|actor| actor.actor_id))
+        .sorted()
+        .collect_vec();
     let mview_actor_ids = table_fragments.mview_actor_ids();
 
     assert_eq!(actors.len(), 9);
diff --git a/src/object_store/Cargo.toml b/src/object_store/Cargo.toml
index 43a812081a36c..4fee5f953df5c 100644
--- a/src/object_store/Cargo.toml
+++ b/src/object_store/Cargo.toml
@@ -31,9 +31,21 @@ hyper-rustls = { version = "0.24.2", features = ["webpki-roots"] }
 hyper-tls = "0.5.0"
 itertools = { workspace = true }
 madsim = "0.2.27"
-opendal = "0.45.1"
+opendal = { version = "0.47", features = [
+    "executors-tokio",
+    "services-azblob",
+    "services-fs",
+    "services-gcs",
+    "services-memory",
+    "services-obs",
+    "services-oss",
+    "services-s3",
+    "services-webhdfs",
+    "services-azfile",
+    # "service-hdfs",
+] }
 prometheus = { version = "0.13", features = ["process"] }
-reqwest = "0.11"                                                              # required by opendal
+reqwest = "0.12.2" # required by opendal
 risingwave_common = { workspace = true }
 rustls = "0.23.5"
 spin = "0.9"
diff --git a/src/object_store/src/object/mem.rs b/src/object_store/src/object/mem.rs
index 6bc78ae8b198d..270cac3719d61 100644
--- a/src/object_store/src/object/mem.rs
+++ b/src/object_store/src/object/mem.rs
@@ -101,7 +101,7 @@ pub struct InMemObjectStore {
 impl ObjectStore for InMemObjectStore {
     type StreamingUploader = InMemStreamingUploader;
 
-    fn get_object_prefix(&self, _obj_id: u64) -> String {
+    fn get_object_prefix(&self, _obj_id: u64, _use_new_object_prefix_strategy: bool) -> String {
         String::default()
     }
 
diff --git a/src/object_store/src/object/mod.rs b/src/object_store/src/object/mod.rs
index 5369d914a7514..c701a438253ae 100644
--- a/src/object_store/src/object/mod.rs
+++ b/src/object_store/src/object/mod.rs
@@ -73,8 +73,8 @@ pub trait StreamingUploader: Send {
 #[async_trait::async_trait]
 pub trait ObjectStore: Send + Sync {
     type StreamingUploader: StreamingUploader;
-    /// Get the key prefix for object
-    fn get_object_prefix(&self, obj_id: u64) -> String;
+    /// Get the key prefix for object, the prefix is determined by the type of object store and `devise_object_prefix`.
+    fn get_object_prefix(&self, obj_id: u64, use_new_object_prefix_strategy: bool) -> String;
 
     /// Uploads the object to `ObjectStore`.
     async fn upload(&self, path: &str, obj: Bytes) -> ObjectResult<()>;
@@ -325,8 +325,10 @@ impl ObjectStoreImpl {
         object_store_impl_method_body!(self, list(prefix).await)
     }
 
-    pub fn get_object_prefix(&self, obj_id: u64) -> String {
-        dispatch_object_store_enum!(self, |store| store.inner.get_object_prefix(obj_id))
+    pub fn get_object_prefix(&self, obj_id: u64, use_new_object_prefix_strategy: bool) -> String {
+        dispatch_object_store_enum!(self, |store| store
+            .inner
+            .get_object_prefix(obj_id, use_new_object_prefix_strategy))
     }
 
     pub fn support_streaming_upload(&self) -> bool {
@@ -364,20 +366,14 @@ pub struct MonitoredStreamingUploader<U: StreamingUploader> {
     object_store_metrics: Arc<ObjectStoreMetrics>,
     /// Length of data uploaded with this uploader.
     operation_size: usize,
-    media_type: &'static str,
 }
 
 impl<U: StreamingUploader> MonitoredStreamingUploader<U> {
-    pub fn new(
-        media_type: &'static str,
-        handle: U,
-        object_store_metrics: Arc<ObjectStoreMetrics>,
-    ) -> Self {
+    pub fn new(handle: U, object_store_metrics: Arc<ObjectStoreMetrics>) -> Self {
         Self {
             inner: handle,
             object_store_metrics,
             operation_size: 0,
-            media_type,
         }
     }
 }
@@ -390,27 +386,16 @@ impl<U: StreamingUploader> MonitoredStreamingUploader<U> {
         let operation_type_str = operation_type.as_str();
         let data_len = data.len();
 
-        let res = if self.media_type == "s3" {
+        let res =
             // TODO: we should avoid this special case after fully migrating to opeandal for s3.
             self.inner
                 .write_bytes(data)
                 .verbose_instrument_await(operation_type_str)
-                .await
-        } else {
-            let _timer = self
-                .object_store_metrics
-                .operation_latency
-                .with_label_values(&[self.media_type, operation_type_str])
-                .start_timer();
-
-            self.inner
-                .write_bytes(data)
-                .verbose_instrument_await(operation_type_str)
-                .await
-        };
+                .await;
 
         try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
 
+        // duration metrics is collected and reported inside the specific implementation of the streaming uploader.
         self.object_store_metrics
             .write_bytes
             .inc_by(data_len as u64);
@@ -427,26 +412,16 @@ impl<U: StreamingUploader> MonitoredStreamingUploader<U> {
         let operation_type = OperationType::StreamingUploadFinish;
         let operation_type_str = operation_type.as_str();
 
-        let res = if self.media_type == "s3" {
+        let res =
             // TODO: we should avoid this special case after fully migrating to opeandal for s3.
             self.inner
                 .finish()
                 .verbose_instrument_await(operation_type_str)
-                .await
-        } else {
-            let _timer = self
-                .object_store_metrics
-                .operation_latency
-                .with_label_values(&[self.media_type, operation_type_str])
-                .start_timer();
-
-            self.inner
-                .finish()
-                .verbose_instrument_await(operation_type_str)
-                .await
-        };
+                .await;
 
         try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
+
+        // duration metrics is collected and reported inside the specific implementation of the streaming uploader.
         self.object_store_metrics
             .operation_size
             .with_label_values(&[operation_type_str])
@@ -639,7 +614,6 @@ impl<OS: ObjectStore> MonitoredObjectStore<OS> {
         try_update_failure_metric(&self.object_store_metrics, &res, operation_type_str);
 
         Ok(MonitoredStreamingUploader::new(
-            media_type,
             res?,
             self.object_store_metrics.clone(),
         ))
@@ -866,9 +840,13 @@ pub async fn build_remote_object_store(
                 let bucket = s3.strip_prefix("s3://").unwrap();
                 tracing::info!("Using OpenDAL to access s3, bucket is {}", bucket);
                 ObjectStoreImpl::Opendal(
-                    OpendalObjectStore::new_s3_engine(bucket.to_string(), config.clone())
-                        .unwrap()
-                        .monitored(metrics, config),
+                    OpendalObjectStore::new_s3_engine(
+                        bucket.to_string(),
+                        config.clone(),
+                        metrics.clone(),
+                    )
+                    .unwrap()
+                    .monitored(metrics, config),
                 )
             } else {
                 ObjectStoreImpl::S3(
@@ -891,6 +869,7 @@ pub async fn build_remote_object_store(
                     namenode.to_string(),
                     root.to_string(),
                     config.clone(),
+                    metrics.clone(),
                 )
                 .unwrap()
                 .monitored(metrics, config),
@@ -904,6 +883,7 @@ pub async fn build_remote_object_store(
                     bucket.to_string(),
                     root.to_string(),
                     config.clone(),
+                    metrics.clone(),
                 )
                 .unwrap()
                 .monitored(metrics, config),
@@ -917,6 +897,7 @@ pub async fn build_remote_object_store(
                     bucket.to_string(),
                     root.to_string(),
                     config.clone(),
+                    metrics.clone(),
                 )
                 .unwrap()
                 .monitored(metrics, config),
@@ -931,6 +912,7 @@ pub async fn build_remote_object_store(
                     bucket.to_string(),
                     root.to_string(),
                     config.clone(),
+                    metrics.clone(),
                 )
                 .unwrap()
                 .monitored(metrics, config),
@@ -944,6 +926,7 @@ pub async fn build_remote_object_store(
                     namenode.to_string(),
                     root.to_string(),
                     config.clone(),
+                    metrics.clone(),
                 )
                 .unwrap()
                 .monitored(metrics, config),
@@ -957,6 +940,7 @@ pub async fn build_remote_object_store(
                     container_name.to_string(),
                     root.to_string(),
                     config.clone(),
+                    metrics.clone(),
                 )
                 .unwrap()
                 .monitored(metrics, config),
@@ -965,7 +949,7 @@ pub async fn build_remote_object_store(
         fs if fs.starts_with("fs://") => {
             let fs = fs.strip_prefix("fs://").unwrap();
             ObjectStoreImpl::Opendal(
-                OpendalObjectStore::new_fs_engine(fs.to_string(), config.clone())
+                OpendalObjectStore::new_fs_engine(fs.to_string(), config.clone(), metrics.clone())
                     .unwrap()
                     .monitored(metrics, config),
             )
@@ -981,7 +965,7 @@ pub async fn build_remote_object_store(
             if config.s3.developer.use_opendal {
                 tracing::info!("Using OpenDAL to access minio.");
                 ObjectStoreImpl::Opendal(
-                    OpendalObjectStore::new_minio_engine(minio, config.clone())
+                    OpendalObjectStore::new_minio_engine(minio, config.clone(), metrics.clone())
                         .unwrap()
                         .monitored(metrics, config),
                 )
diff --git a/src/object_store/src/object/opendal_engine/azblob.rs b/src/object_store/src/object/opendal_engine/azblob.rs
index 590859eaaa706..e584e59aafe8b 100644
--- a/src/object_store/src/object/opendal_engine/azblob.rs
+++ b/src/object_store/src/object/opendal_engine/azblob.rs
@@ -20,6 +20,7 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::ObjectResult;
 
 const AZBLOB_ENDPOINT: &str = "AZBLOB_ENDPOINT";
@@ -29,6 +30,7 @@ impl OpendalObjectStore {
         container_name: String,
         root: String,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
     ) -> ObjectResult<Self> {
         // Create azblob backend builder.
         let mut builder = Azblob::default();
@@ -47,6 +49,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Azblob,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/fs.rs b/src/object_store/src/object/opendal_engine/fs.rs
index 4f2715d6ccfb8..2edaaa44d6bbe 100644
--- a/src/object_store/src/object/opendal_engine/fs.rs
+++ b/src/object_store/src/object/opendal_engine/fs.rs
@@ -20,16 +20,21 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::opendal_engine::ATOMIC_WRITE_DIR;
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal fs engine.
-    pub fn new_fs_engine(root: String, config: Arc<ObjectStoreConfig>) -> ObjectResult<Self> {
+    pub fn new_fs_engine(
+        root: String,
+        config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
+    ) -> ObjectResult<Self> {
         // Create fs backend builder.
         let mut builder = Fs::default();
         builder.root(&root);
-        if config.object_store_set_atomic_write_dir {
+        if config.set_atomic_write_dir {
             let atomic_write_dir = format!("{}/{}", root, ATOMIC_WRITE_DIR);
             builder.atomic_write_dir(&atomic_write_dir);
         }
@@ -41,6 +46,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Fs,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/gcs.rs b/src/object_store/src/object/opendal_engine/gcs.rs
index c55de2377202e..a3876b30ef564 100644
--- a/src/object_store/src/object/opendal_engine/gcs.rs
+++ b/src/object_store/src/object/opendal_engine/gcs.rs
@@ -20,6 +20,7 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
@@ -28,6 +29,7 @@ impl OpendalObjectStore {
         bucket: String,
         root: String,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
     ) -> ObjectResult<Self> {
         // Create gcs backend builder.
         let mut builder = Gcs::default();
@@ -49,6 +51,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Gcs,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/hdfs.rs b/src/object_store/src/object/opendal_engine/hdfs.rs
index 8c1e16eda1f57..28c4cf33b51b0 100644
--- a/src/object_store/src/object/opendal_engine/hdfs.rs
+++ b/src/object_store/src/object/opendal_engine/hdfs.rs
@@ -18,6 +18,7 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::opendal_engine::ATOMIC_WRITE_DIR;
 use crate::object::ObjectResult;
 
@@ -26,7 +27,8 @@ impl OpendalObjectStore {
     pub fn new_hdfs_engine(
         namenode: String,
         root: String,
-        config: ObjectStoreConfig,
+        config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
     ) -> ObjectResult<Self> {
         // Create hdfs backend builder.
         let mut builder = Hdfs::default();
@@ -43,6 +45,8 @@ impl OpendalObjectStore {
         Ok(Self {
             op,
             engine_type: EngineType::Hdfs,
+            config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/obs.rs b/src/object_store/src/object/opendal_engine/obs.rs
index 77178ca9ae7bc..03919ec57d37c 100644
--- a/src/object_store/src/object/opendal_engine/obs.rs
+++ b/src/object_store/src/object/opendal_engine/obs.rs
@@ -20,6 +20,7 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
@@ -28,6 +29,7 @@ impl OpendalObjectStore {
         bucket: String,
         root: String,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
     ) -> ObjectResult<Self> {
         // Create obs backend builder.
         let mut builder = Obs::default();
@@ -55,6 +57,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Obs,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/opendal_object_store.rs b/src/object_store/src/object/opendal_engine/opendal_object_store.rs
index 47ca4f362702a..6ea0cbb6fe8f0 100644
--- a/src/object_store/src/object/opendal_engine/opendal_object_store.rs
+++ b/src/object_store/src/object/opendal_engine/opendal_object_store.rs
@@ -18,17 +18,19 @@ use std::time::Duration;
 
 use bytes::Bytes;
 use fail::fail_point;
-use futures::{stream, StreamExt, TryStreamExt};
+use futures::{stream, StreamExt};
 use opendal::layers::{RetryLayer, TimeoutLayer};
+use opendal::raw::BoxedStaticFuture;
 use opendal::services::Memory;
-use opendal::{Metakey, Operator, Writer};
+use opendal::{Execute, Executor, Metakey, Operator, Writer};
 use risingwave_common::config::ObjectStoreConfig;
 use risingwave_common::range::RangeBoundsExt;
 use thiserror_ext::AsReport;
 
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::{
     prefix, ObjectDataStream, ObjectError, ObjectMetadata, ObjectMetadataIter, ObjectRangeBounds,
-    ObjectResult, ObjectStore, StreamingUploader,
+    ObjectResult, ObjectStore, OperationType, StreamingUploader,
 };
 
 /// Opendal object storage.
@@ -38,6 +40,7 @@ pub struct OpendalObjectStore {
     pub(crate) engine_type: EngineType,
 
     pub(crate) config: Arc<ObjectStoreConfig>,
+    pub(crate) metrics: Arc<ObjectStoreMetrics>,
 }
 
 #[derive(Clone)]
@@ -64,6 +67,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Memory,
             config: Arc::new(ObjectStoreConfig::default()),
+            metrics: Arc::new(ObjectStoreMetrics::unused()),
         })
     }
 }
@@ -72,18 +76,20 @@ impl OpendalObjectStore {
 impl ObjectStore for OpendalObjectStore {
     type StreamingUploader = OpendalStreamingUploader;
 
-    fn get_object_prefix(&self, obj_id: u64) -> String {
+    fn get_object_prefix(&self, obj_id: u64, use_new_object_prefix_strategy: bool) -> String {
         match self.engine_type {
             EngineType::S3 => prefix::s3::get_object_prefix(obj_id),
             EngineType::Minio => prefix::s3::get_object_prefix(obj_id),
             EngineType::Memory => String::default(),
-            EngineType::Hdfs => String::default(),
-            EngineType::Gcs => String::default(),
-            EngineType::Obs => String::default(),
-            EngineType::Oss => String::default(),
-            EngineType::Webhdfs => String::default(),
-            EngineType::Azblob => String::default(),
-            EngineType::Fs => String::default(),
+            EngineType::Hdfs
+            | EngineType::Gcs
+            | EngineType::Obs
+            | EngineType::Oss
+            | EngineType::Webhdfs
+            | EngineType::Azblob
+            | EngineType::Fs => {
+                prefix::opendal_engine::get_object_prefix(obj_id, use_new_object_prefix_strategy)
+            }
         }
     }
 
@@ -97,10 +103,14 @@ impl ObjectStore for OpendalObjectStore {
     }
 
     async fn streaming_upload(&self, path: &str) -> ObjectResult<Self::StreamingUploader> {
-        Ok(
-            OpendalStreamingUploader::new(self.op.clone(), path.to_string(), self.config.clone())
-                .await?,
+        Ok(OpendalStreamingUploader::new(
+            self.op.clone(),
+            path.to_string(),
+            self.config.clone(),
+            self.metrics.clone(),
+            self.store_media_type(),
         )
+        .await?)
     }
 
     async fn read(&self, path: &str, range: impl ObjectRangeBounds) -> ObjectResult<Bytes> {
@@ -125,7 +135,7 @@ impl ObjectStore for OpendalObjectStore {
             )));
         }
 
-        Ok(Bytes::from(data))
+        Ok(data.to_bytes())
     }
 
     /// Returns a stream reading the object specified in `path`. If given, the stream starts at the
@@ -140,9 +150,17 @@ impl ObjectStore for OpendalObjectStore {
             ObjectError::internal("opendal streaming read error")
         ));
         let range: Range<u64> = (range.start as u64)..(range.end as u64);
+
+        // The layer specified first will be executed first.
+        // `TimeoutLayer` must be specified before `RetryLayer`.
+        // Otherwise, it will lead to bad state inside OpenDAL and panic.
+        // See https://docs.rs/opendal/latest/opendal/layers/struct.RetryLayer.html#panics
         let reader = self
             .op
             .clone()
+            .layer(TimeoutLayer::new().with_io_timeout(Duration::from_millis(
+                self.config.retry.streaming_read_attempt_timeout_ms,
+            )))
             .layer(
                 RetryLayer::new()
                     .with_min_delay(Duration::from_millis(
@@ -155,16 +173,13 @@ impl ObjectStore for OpendalObjectStore {
                     .with_factor(self.config.retry.req_backoff_factor as f32)
                     .with_jitter(),
             )
-            .layer(TimeoutLayer::new().with_io_timeout(Duration::from_millis(
-                self.config.retry.streaming_read_attempt_timeout_ms,
-            )))
             .reader_with(path)
-            .range(range)
             .await?;
-        let stream = reader.into_stream().map(|item| {
-            item.map_err(|e| {
-                ObjectError::internal(format!("reader into_stream fail {}", e.as_report()))
-            })
+        let stream = reader.into_bytes_stream(range).await?.map(|item| {
+            item.map(|b| Bytes::copy_from_slice(b.as_ref()))
+                .map_err(|e| {
+                    ObjectError::internal(format!("reader into_stream fail {}", e.as_report()))
+                })
         });
 
         Ok(Box::pin(stream))
@@ -252,19 +267,75 @@ impl ObjectStore for OpendalObjectStore {
     }
 }
 
+struct OpendalStreamingUploaderExecute {
+    /// To record metrics for uploading part.
+    metrics: Arc<ObjectStoreMetrics>,
+    media_type: &'static str,
+}
+
+impl OpendalStreamingUploaderExecute {
+    const STREAMING_UPLOAD_TYPE: OperationType = OperationType::StreamingUpload;
+
+    fn new(metrics: Arc<ObjectStoreMetrics>, media_type: &'static str) -> Self {
+        Self {
+            metrics,
+            media_type,
+        }
+    }
+}
+
+impl Execute for OpendalStreamingUploaderExecute {
+    fn execute(&self, f: BoxedStaticFuture<()>) {
+        let operation_type_str = Self::STREAMING_UPLOAD_TYPE.as_str();
+        let media_type = self.media_type;
+
+        let metrics = self.metrics.clone();
+        let _handle = tokio::spawn(async move {
+            let _timer = metrics
+                .operation_latency
+                .with_label_values(&[media_type, operation_type_str])
+                .start_timer();
+
+            f.await
+        });
+    }
+}
+
 /// Store multiple parts in a map, and concatenate them on finish.
 pub struct OpendalStreamingUploader {
     writer: Writer,
+    /// Buffer for data. It will store at least `UPLOAD_BUFFER_SIZE` bytes of data before wrapping itself
+    /// into a stream and upload to object store as a part.
+    buf: Vec<Bytes>,
+    /// Length of the data that have not been uploaded to object store.
+    not_uploaded_len: usize,
+    /// Whether the writer is valid. The writer is invalid after abort/close.
+    is_valid: bool,
+
+    abort_on_err: bool,
 }
 
 impl OpendalStreamingUploader {
+    const UPLOAD_BUFFER_SIZE: usize = 16 * 1024 * 1024;
+
     pub async fn new(
         op: Operator,
         path: String,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
+        media_type: &'static str,
     ) -> ObjectResult<Self> {
+        let monitored_execute = OpendalStreamingUploaderExecute::new(metrics, media_type);
+
+        // The layer specified first will be executed first.
+        // `TimeoutLayer` must be specified before `RetryLayer`.
+        // Otherwise, it will lead to bad state inside OpenDAL and panic.
+        // See https://docs.rs/opendal/latest/opendal/layers/struct.RetryLayer.html#panics
         let writer = op
             .clone()
+            .layer(TimeoutLayer::new().with_io_timeout(Duration::from_millis(
+                config.retry.streaming_upload_attempt_timeout_ms,
+            )))
             .layer(
                 RetryLayer::new()
                     .with_min_delay(Duration::from_millis(config.retry.req_backoff_interval_ms))
@@ -273,34 +344,64 @@ impl OpendalStreamingUploader {
                     .with_factor(config.retry.req_backoff_factor as f32)
                     .with_jitter(),
             )
-            .layer(TimeoutLayer::new().with_io_timeout(Duration::from_millis(
-                config.retry.streaming_upload_attempt_timeout_ms,
-            )))
             .writer_with(&path)
-            .concurrent(8)
-            .buffer(OPENDAL_BUFFER_SIZE)
+            .concurrent(config.opendal_upload_concurrency)
+            .executor(Executor::with(monitored_execute))
             .await?;
-        Ok(Self { writer })
+        Ok(Self {
+            writer,
+            buf: vec![],
+            not_uploaded_len: 0,
+            is_valid: true,
+            abort_on_err: config.opendal_writer_abort_on_err,
+        })
     }
-}
 
-const OPENDAL_BUFFER_SIZE: usize = 16 * 1024 * 1024;
+    async fn flush(&mut self) -> ObjectResult<()> {
+        let data: Vec<Bytes> = self.buf.drain(..).collect();
+        debug_assert_eq!(
+            data.iter().map(|b| b.len()).sum::<usize>(),
+            self.not_uploaded_len
+        );
+        if let Err(err) = self.writer.write(data).await {
+            self.is_valid = false;
+            if self.abort_on_err {
+                self.writer.abort().await?;
+            }
+            return Err(err.into());
+        }
+        self.not_uploaded_len = 0;
+        Ok(())
+    }
+}
 
 impl StreamingUploader for OpendalStreamingUploader {
     async fn write_bytes(&mut self, data: Bytes) -> ObjectResult<()> {
-        self.writer.write(data).await?;
-
+        assert!(self.is_valid);
+        self.not_uploaded_len += data.len();
+        self.buf.push(data);
+        if self.not_uploaded_len >= Self::UPLOAD_BUFFER_SIZE {
+            self.flush().await?;
+        }
         Ok(())
     }
 
     async fn finish(mut self) -> ObjectResult<()> {
+        assert!(self.is_valid);
+        if self.not_uploaded_len > 0 {
+            self.flush().await?;
+        }
+
+        assert!(self.buf.is_empty());
+        assert_eq!(self.not_uploaded_len, 0);
+
+        self.is_valid = false;
         match self.writer.close().await {
             Ok(_) => (),
             Err(err) => {
-                // Due to a bug in OpenDAL, calling `abort()` here may trigger unreachable code and cause panic.
-                // refer to https://github.com/apache/opendal/issues/4651
-                // This will be fixed after the next bump in the opendal version.
-                // self.writer.abort().await?;
+                if self.abort_on_err {
+                    self.writer.abort().await?;
+                }
                 return Err(err.into());
             }
         };
@@ -309,12 +410,14 @@ impl StreamingUploader for OpendalStreamingUploader {
     }
 
     fn get_memory_usage(&self) -> u64 {
-        OPENDAL_BUFFER_SIZE as u64
+        Self::UPLOAD_BUFFER_SIZE as u64
     }
 }
 
 #[cfg(test)]
 mod tests {
+    use stream::TryStreamExt;
+
     use super::*;
 
     async fn list_all(prefix: &str, store: &OpendalObjectStore) -> Vec<ObjectMetadata> {
@@ -339,15 +442,23 @@ mod tests {
         let bytes = store.read("/abc", 4..6).await.unwrap();
         assert_eq!(String::from_utf8(bytes.to_vec()).unwrap(), "56".to_string());
 
-        // Overflow.
-        store.read("/abc", 4..44).await.unwrap_err();
-
         store.delete("/abc").await.unwrap();
 
         // No such object.
         store.read("/abc", 0..3).await.unwrap_err();
     }
 
+    #[tokio::test]
+    #[should_panic]
+    async fn test_memory_read_overflow() {
+        let block = Bytes::from("123456");
+        let store = OpendalObjectStore::test_new_memory_engine().unwrap();
+        store.upload("/abc", block).await.unwrap();
+
+        // Overflow.
+        store.read("/abc", 4..44).await.unwrap_err();
+    }
+
     #[tokio::test]
     async fn test_memory_metadata() {
         let block = Bytes::from("123456");
diff --git a/src/object_store/src/object/opendal_engine/opendal_s3.rs b/src/object_store/src/object/opendal_engine/opendal_s3.rs
index 7a51cbb36955f..5ba90ad93ccba 100644
--- a/src/object_store/src/object/opendal_engine/opendal_s3.rs
+++ b/src/object_store/src/object/opendal_engine/opendal_s3.rs
@@ -22,11 +22,16 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
     /// create opendal s3 engine.
-    pub fn new_s3_engine(bucket: String, config: Arc<ObjectStoreConfig>) -> ObjectResult<Self> {
+    pub fn new_s3_engine(
+        bucket: String,
+        config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
+    ) -> ObjectResult<Self> {
         // Create s3 builder.
         let mut builder = S3::default();
         builder.bucket(&bucket);
@@ -50,11 +55,16 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::S3,
             config,
+            metrics,
         })
     }
 
     /// Creates a minio client. The server should be like `minio://key:secret@address:port/bucket`.
-    pub fn new_minio_engine(server: &str, config: Arc<ObjectStoreConfig>) -> ObjectResult<Self> {
+    pub fn new_minio_engine(
+        server: &str,
+        config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
+    ) -> ObjectResult<Self> {
         let server = server.strip_prefix("minio://").unwrap();
         let (access_key_id, rest) = server.split_once(':').unwrap();
         let (secret_access_key, mut rest) = rest.split_once('@').unwrap();
@@ -89,17 +99,18 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Minio,
             config,
+            metrics,
         })
     }
 
     pub fn new_http_client(config: &ObjectStoreConfig) -> ObjectResult<HttpClient> {
         let mut client_builder = reqwest::ClientBuilder::new();
 
-        if let Some(keepalive_ms) = config.s3.object_store_keepalive_ms.as_ref() {
+        if let Some(keepalive_ms) = config.s3.keepalive_ms.as_ref() {
             client_builder = client_builder.tcp_keepalive(Duration::from_millis(*keepalive_ms));
         }
 
-        if let Some(nodelay) = config.s3.object_store_nodelay.as_ref() {
+        if let Some(nodelay) = config.s3.nodelay.as_ref() {
             client_builder = client_builder.tcp_nodelay(*nodelay);
         }
 
@@ -111,6 +122,7 @@ impl OpendalObjectStore {
     pub fn new_s3_engine_with_credentials(
         bucket: &str,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
         aws_access_key_id: &str,
         aws_secret_access_key: &str,
         aws_region: &str,
@@ -135,6 +147,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::S3,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/oss.rs b/src/object_store/src/object/opendal_engine/oss.rs
index 70fd6628f29b0..c4fc5d500b11e 100644
--- a/src/object_store/src/object/opendal_engine/oss.rs
+++ b/src/object_store/src/object/opendal_engine/oss.rs
@@ -20,6 +20,7 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::ObjectResult;
 
 impl OpendalObjectStore {
@@ -28,6 +29,7 @@ impl OpendalObjectStore {
         bucket: String,
         root: String,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
     ) -> ObjectResult<Self> {
         // Create oss backend builder.
         let mut builder = Oss::default();
@@ -55,6 +57,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Oss,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/opendal_engine/webhdfs.rs b/src/object_store/src/object/opendal_engine/webhdfs.rs
index cb8a2ad1753b3..f083102a3ed21 100644
--- a/src/object_store/src/object/opendal_engine/webhdfs.rs
+++ b/src/object_store/src/object/opendal_engine/webhdfs.rs
@@ -20,6 +20,7 @@ use opendal::Operator;
 use risingwave_common::config::ObjectStoreConfig;
 
 use super::{EngineType, OpendalObjectStore};
+use crate::object::object_metrics::ObjectStoreMetrics;
 use crate::object::opendal_engine::ATOMIC_WRITE_DIR;
 use crate::object::ObjectResult;
 
@@ -29,6 +30,7 @@ impl OpendalObjectStore {
         endpoint: String,
         root: String,
         config: Arc<ObjectStoreConfig>,
+        metrics: Arc<ObjectStoreMetrics>,
     ) -> ObjectResult<Self> {
         // Create webhdfs backend builder.
         let mut builder = Webhdfs::default();
@@ -47,6 +49,7 @@ impl OpendalObjectStore {
             op,
             engine_type: EngineType::Webhdfs,
             config,
+            metrics,
         })
     }
 }
diff --git a/src/object_store/src/object/prefix.rs b/src/object_store/src/object/prefix.rs
index e29729bf752fc..5229d900a8b62 100644
--- a/src/object_store/src/object/prefix.rs
+++ b/src/object_store/src/object/prefix.rs
@@ -23,3 +23,23 @@ pub(crate) mod s3 {
         obj_prefix
     }
 }
+
+pub(crate) mod opendal_engine {
+    /// The number of Azblob bucket prefixes
+    pub(crate) const NUM_BUCKET_PREFIXES_AZBLOB: u32 = 256;
+
+    pub(crate) fn get_object_prefix(obj_id: u64, use_new_object_prefix_strategy: bool) -> String {
+        // For OpenDAL object storage, whether objects are divided by prefixes depends on whether it is a new cluster:
+        // If it is a new cluster, objects will be divided into `NUM_BUCKET_PREFIXES_AZBLOB` prefixes.
+        // If it is an old cluster, prefixes are not used due to the need to read and write old data.
+        match use_new_object_prefix_strategy {
+            true => {
+                let prefix = crc32fast::hash(&obj_id.to_be_bytes()) % NUM_BUCKET_PREFIXES_AZBLOB;
+                let mut obj_prefix = prefix.to_string();
+                obj_prefix.push('/');
+                obj_prefix
+            }
+            false => String::default(),
+        }
+    }
+}
diff --git a/src/object_store/src/object/s3.rs b/src/object_store/src/object/s3.rs
index 6c72ced36563d..3ed5fc01ba40c 100644
--- a/src/object_store/src/object/s3.rs
+++ b/src/object_store/src/object/s3.rs
@@ -402,8 +402,9 @@ pub struct S3ObjectStore {
 impl ObjectStore for S3ObjectStore {
     type StreamingUploader = S3StreamingUploader;
 
-    fn get_object_prefix(&self, obj_id: u64) -> String {
+    fn get_object_prefix(&self, obj_id: u64, _use_new_object_prefix_strategy: bool) -> String {
         // Delegate to static method to avoid creating an `S3ObjectStore` in unit test.
+        // Using aws s3 sdk as object storage, the object prefix will be divided by default.
         prefix::s3::get_object_prefix(obj_id)
     }
 
@@ -617,19 +618,19 @@ impl S3ObjectStore {
         let mut http = hyper::client::HttpConnector::new();
 
         // connection config
-        if let Some(keepalive_ms) = config.s3.object_store_keepalive_ms.as_ref() {
+        if let Some(keepalive_ms) = config.s3.keepalive_ms.as_ref() {
             http.set_keepalive(Some(Duration::from_millis(*keepalive_ms)));
         }
 
-        if let Some(nodelay) = config.s3.object_store_nodelay.as_ref() {
+        if let Some(nodelay) = config.s3.nodelay.as_ref() {
             http.set_nodelay(*nodelay);
         }
 
-        if let Some(recv_buffer_size) = config.s3.object_store_recv_buffer_size.as_ref() {
+        if let Some(recv_buffer_size) = config.s3.recv_buffer_size.as_ref() {
             http.set_recv_buffer_size(Some(*recv_buffer_size));
         }
 
-        if let Some(send_buffer_size) = config.s3.object_store_send_buffer_size.as_ref() {
+        if let Some(send_buffer_size) = config.s3.send_buffer_size.as_ref() {
             http.set_send_buffer_size(Some(*send_buffer_size));
         }
 
@@ -1042,7 +1043,7 @@ where
                 Some(SdkError::ServiceError(e)) => {
                     let retry = match e.err().code() {
                         None => {
-                            if config.s3.developer.object_store_retry_unknown_service_error
+                            if config.s3.developer.retry_unknown_service_error
                                 || config.s3.retry_unknown_service_error
                             {
                                 tracing::warn!(target: "unknown_service_error", "{e:?} occurs, retry S3 get_object request.");
@@ -1055,7 +1056,7 @@ where
                             if config
                                 .s3
                                 .developer
-                                .object_store_retryable_service_error_codes
+                                .retryable_service_error_codes
                                 .iter()
                                 .any(|s| s.as_str().eq_ignore_ascii_case(code))
                             {
diff --git a/src/object_store/src/object/sim/mod.rs b/src/object_store/src/object/sim/mod.rs
index 4c91531020ea3..2f06b91839090 100644
--- a/src/object_store/src/object/sim/mod.rs
+++ b/src/object_store/src/object/sim/mod.rs
@@ -118,7 +118,7 @@ pub struct SimObjectStore {
 impl ObjectStore for SimObjectStore {
     type StreamingUploader = SimStreamingUploader;
 
-    fn get_object_prefix(&self, _obj_id: u64) -> String {
+    fn get_object_prefix(&self, _obj_id: u64, _use_new_object_prefix_strategy: bool) -> String {
         String::default()
     }
 
diff --git a/src/prost/build.rs b/src/prost/build.rs
index 6cbfa82225e69..4e939f46abb63 100644
--- a/src/prost/build.rs
+++ b/src/prost/build.rs
@@ -66,6 +66,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
         ".plan_common.ExternalTableDesc",
         ".hummock.CompactTask",
         ".catalog.StreamSourceInfo",
+        ".catalog.SecretRef",
         ".catalog.Source",
         ".catalog.Sink",
         ".catalog.View",
@@ -111,6 +112,8 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
         // The requirement is from Source node -> SourceCatalog -> WatermarkDesc -> expr
         .type_attribute("catalog.WatermarkDesc", "#[derive(Eq, Hash)]")
         .type_attribute("catalog.StreamSourceInfo", "#[derive(Eq, Hash)]")
+        .type_attribute("catalog.SecretRef", "#[derive(Eq, Hash)]")
+        .type_attribute("catalog.IndexColumnProperties", "#[derive(Eq, Hash)]")
         .type_attribute("expr.ExprNode", "#[derive(Eq, Hash)]")
         .type_attribute("data.DataType", "#[derive(Eq, Hash)]")
         .type_attribute("expr.ExprNode.rex_node", "#[derive(Eq, Hash)]")
diff --git a/src/sqlparser/src/ast/mod.rs b/src/sqlparser/src/ast/mod.rs
index 37ff551b99511..49fddbfaa4b82 100644
--- a/src/sqlparser/src/ast/mod.rs
+++ b/src/sqlparser/src/ast/mod.rs
@@ -869,11 +869,7 @@ impl fmt::Display for WindowSpec {
 #[cfg_attr(feature = "serde", derive(Serialize, Deserialize))]
 pub struct WindowFrame {
     pub units: WindowFrameUnits,
-    pub start_bound: WindowFrameBound,
-    /// The right bound of the `BETWEEN .. AND` clause. The end bound of `None`
-    /// indicates the shorthand form (e.g. `ROWS 1 PRECEDING`), which must
-    /// behave the same as `end_bound = WindowFrameBound::CurrentRow`.
-    pub end_bound: Option<WindowFrameBound>,
+    pub bounds: WindowFrameBounds,
     pub exclusion: Option<WindowFrameExclusion>,
 }
 
@@ -883,18 +879,36 @@ pub enum WindowFrameUnits {
     Rows,
     Range,
     Groups,
+    Session,
+}
+
+#[derive(Debug, Clone, PartialEq, Eq, Hash)]
+#[cfg_attr(feature = "serde", derive(Serialize, Deserialize))]
+pub enum WindowFrameBounds {
+    Bounds {
+        start: WindowFrameBound,
+        /// The right bound of the `BETWEEN .. AND` clause. The end bound of `None`
+        /// indicates the shorthand form (e.g. `ROWS 1 PRECEDING`), which must
+        /// behave the same as `end_bound = WindowFrameBound::CurrentRow`.
+        end: Option<WindowFrameBound>,
+    },
+    Gap(Box<Expr>),
 }
 
 impl fmt::Display for WindowFrame {
     fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
-        if let Some(end_bound) = &self.end_bound {
-            write!(
-                f,
-                "{} BETWEEN {} AND {}",
-                self.units, self.start_bound, end_bound
-            )
-        } else {
-            write!(f, "{} {}", self.units, self.start_bound)
+        write!(f, "{} ", self.units)?;
+        match &self.bounds {
+            WindowFrameBounds::Bounds { start, end } => {
+                if let Some(end) = end {
+                    write!(f, "BETWEEN {} AND {}", start, end)
+                } else {
+                    write!(f, "{}", start)
+                }
+            }
+            WindowFrameBounds::Gap(gap) => {
+                write!(f, "WITH GAP {}", gap)
+            }
         }
     }
 }
@@ -905,6 +919,7 @@ impl fmt::Display for WindowFrameUnits {
             WindowFrameUnits::Rows => "ROWS",
             WindowFrameUnits::Range => "RANGE",
             WindowFrameUnits::Groups => "GROUPS",
+            WindowFrameUnits::Session => "SESSION",
         })
     }
 }
diff --git a/src/sqlparser/src/keywords.rs b/src/sqlparser/src/keywords.rs
index c94ef26e993ba..fc5971bf4640b 100644
--- a/src/sqlparser/src/keywords.rs
+++ b/src/sqlparser/src/keywords.rs
@@ -248,6 +248,7 @@ define_keywords!(
     FUNCTION,
     FUNCTIONS,
     FUSION,
+    GAP,
     GENERATOR,
     GET,
     GLOBAL,
diff --git a/src/sqlparser/src/parser.rs b/src/sqlparser/src/parser.rs
index 37cfa42dffd7c..dbc79542949d2 100644
--- a/src/sqlparser/src/parser.rs
+++ b/src/sqlparser/src/parser.rs
@@ -820,7 +820,7 @@ impl Parser<'_> {
         let distinct = self.parse_all_or_distinct()?;
         let (args, order_by, variadic) = self.parse_optional_args()?;
         let over = if self.parse_keyword(Keyword::OVER) {
-            // TBD: support window names (`OVER mywin`) in place of inline specification
+            // TODO: support window names (`OVER mywin`) in place of inline specification
             self.expect_token(&Token::LParen)?;
             let partition_by = if self.parse_keywords(&[Keyword::PARTITION, Keyword::BY]) {
                 // a list of possibly-qualified column names
@@ -887,6 +887,7 @@ impl Parser<'_> {
             Keyword::ROWS => keyword.value(WindowFrameUnits::Rows),
             Keyword::RANGE => keyword.value(WindowFrameUnits::Range),
             Keyword::GROUPS => keyword.value(WindowFrameUnits::Groups),
+            Keyword::SESSION => keyword.value(WindowFrameUnits::Session),
             _ => fail,
         }
         .expect("ROWS, RANGE, or GROUPS")
@@ -895,13 +896,21 @@ impl Parser<'_> {
 
     pub fn parse_window_frame(&mut self) -> PResult<WindowFrame> {
         let units = self.parse_window_frame_units()?;
-        let (start_bound, end_bound) = if self.parse_keyword(Keyword::BETWEEN) {
-            let start_bound = self.parse_window_frame_bound()?;
+        let bounds = if self.parse_keyword(Keyword::BETWEEN) {
+            // `BETWEEN <frame_start> AND <frame_end>`
+            let start = self.parse_window_frame_bound()?;
             self.expect_keyword(Keyword::AND)?;
-            let end_bound = Some(self.parse_window_frame_bound()?);
-            (start_bound, end_bound)
+            let end = Some(self.parse_window_frame_bound()?);
+            WindowFrameBounds::Bounds { start, end }
+        } else if self.parse_keywords(&[Keyword::WITH, Keyword::GAP]) {
+            // `WITH GAP <gap>`, only for session frames
+            WindowFrameBounds::Gap(Box::new(self.parse_expr()?))
         } else {
-            (self.parse_window_frame_bound()?, None)
+            // `<frame_start>`
+            WindowFrameBounds::Bounds {
+                start: self.parse_window_frame_bound()?,
+                end: None,
+            }
         };
         let exclusion = if self.parse_keyword(Keyword::EXCLUDE) {
             Some(self.parse_window_frame_exclusion()?)
@@ -910,8 +919,7 @@ impl Parser<'_> {
         };
         Ok(WindowFrame {
             units,
-            start_bound,
-            end_bound,
+            bounds,
             exclusion,
         })
     }
diff --git a/src/storage/backup/integration_tests/common.sh b/src/storage/backup/integration_tests/common.sh
index 68f37e5d67249..d28ab1b9a9827 100644
--- a/src/storage/backup/integration_tests/common.sh
+++ b/src/storage/backup/integration_tests/common.sh
@@ -173,13 +173,13 @@ function get_total_sst_count() {
 }
 
 function get_max_committed_epoch_in_backup() {
-  sed_str="s/.*\"state_table_info\":{\"[[:digit:]]*\":{\"committedEpoch\":\"\([[:digit:]]*\)\",\"safeEpoch\":\"\([[:digit:]]*\)\"}.*/\1/p"
+  sed_str="s/.*\"state_table_info\":{\"[[:digit:]]*\":{\"committedEpoch\":\"\([[:digit:]]*\)\",\"safeEpoch\":\"\([[:digit:]]*\)\".*/\1/p"
   ${BACKUP_TEST_MCLI} -C "${BACKUP_TEST_MCLI_CONFIG}" \
   cat "hummock-minio/hummock001/backup/manifest.json" | sed -n "${sed_str}"
 }
 
 function get_safe_epoch_in_backup() {
-  sed_str="s/.*\"state_table_info\":{\"[[:digit:]]*\":{\"committedEpoch\":\"\([[:digit:]]*\)\",\"safeEpoch\":\"\([[:digit:]]*\)\"}.*/\2/p"
+  sed_str="s/.*\"state_table_info\":{\"[[:digit:]]*\":{\"committedEpoch\":\"\([[:digit:]]*\)\",\"safeEpoch\":\"\([[:digit:]]*\)\".*/\2/p"
   ${BACKUP_TEST_MCLI} -C "${BACKUP_TEST_MCLI_CONFIG}" \
   cat "hummock-minio/hummock001/backup/manifest.json" | sed -n "${sed_str}"
 }
diff --git a/src/storage/benches/bench_compactor.rs b/src/storage/benches/bench_compactor.rs
index 1ccb3a4eccaa4..08da1438709c5 100644
--- a/src/storage/benches/bench_compactor.rs
+++ b/src/storage/benches/bench_compactor.rs
@@ -80,6 +80,7 @@ pub async fn mock_sstable_store() -> SstableStoreRef {
         max_prefetch_block_number: 16,
         recent_filter: None,
         state_store_metrics: Arc::new(global_hummock_state_store_metrics(MetricLevel::Disabled)),
+        use_new_object_prefix_strategy: true,
 
         meta_cache,
         block_cache,
diff --git a/src/storage/benches/bench_multi_builder.rs b/src/storage/benches/bench_multi_builder.rs
index b67be3467c48a..08d744189a1d8 100644
--- a/src/storage/benches/bench_multi_builder.rs
+++ b/src/storage/benches/bench_multi_builder.rs
@@ -148,6 +148,7 @@ async fn generate_sstable_store(object_store: Arc<ObjectStoreImpl>) -> Arc<Sstab
         max_prefetch_block_number: 16,
         recent_filter: None,
         state_store_metrics: Arc::new(global_hummock_state_store_metrics(MetricLevel::Disabled)),
+        use_new_object_prefix_strategy: true,
         meta_cache,
         block_cache,
     }))
diff --git a/src/storage/benches/bench_table_watermarks.rs b/src/storage/benches/bench_table_watermarks.rs
index ce8980598f772..f1fdf66c2f895 100644
--- a/src/storage/benches/bench_table_watermarks.rs
+++ b/src/storage/benches/bench_table_watermarks.rs
@@ -25,6 +25,7 @@ use risingwave_common::buffer::{Bitmap, BitmapBuilder};
 use risingwave_common::catalog::TableId;
 use risingwave_common::hash::VirtualNode;
 use risingwave_common::util::epoch::test_epoch;
+use risingwave_hummock_sdk::compaction_group::StaticCompactionGroupId;
 use risingwave_hummock_sdk::table_watermark::{
     TableWatermarks, TableWatermarksIndex, VnodeWatermark, WatermarkDirection,
 };
@@ -132,6 +133,7 @@ fn gen_version(
                     StateTableInfoDelta {
                         committed_epoch,
                         safe_epoch: test_epoch(old_epoch_idx as _),
+                        compaction_group_id: StaticCompactionGroupId::StateDefault as _,
                     },
                 )
             })
diff --git a/src/storage/compactor/src/server.rs b/src/storage/compactor/src/server.rs
index e11491fe0360b..41091e142b838 100644
--- a/src/storage/compactor/src/server.rs
+++ b/src/storage/compactor/src/server.rs
@@ -132,6 +132,7 @@ pub async fn prepare_start_parameters(
             storage_opts.data_directory.to_string(),
             0,
             meta_cache_capacity_bytes,
+            system_params_reader.use_new_object_prefix_strategy(),
         )
         .await
         // FIXME(MrCroxx): Handle this error.
diff --git a/src/storage/hummock_sdk/src/compaction_group/hummock_version_ext.rs b/src/storage/hummock_sdk/src/compaction_group/hummock_version_ext.rs
index 2231878dc9ef6..1aba344e166a0 100644
--- a/src/storage/hummock_sdk/src/compaction_group/hummock_version_ext.rs
+++ b/src/storage/hummock_sdk/src/compaction_group/hummock_version_ext.rs
@@ -496,18 +496,40 @@ impl HummockVersion {
                 );
                 let parent_group_id = group_construct.parent_group_id;
                 new_levels.parent_group_id = parent_group_id;
+                #[expect(deprecated)]
+                // for backward-compatibility of previous hummock version delta
                 new_levels
                     .member_table_ids
                     .clone_from(&group_construct.table_ids);
                 self.levels.insert(*compaction_group_id, new_levels);
+                let member_table_ids =
+                    if group_construct.version >= CompatibilityVersion::NoMemberTableIds as _ {
+                        self.state_table_info
+                            .compaction_group_member_table_ids(*compaction_group_id)
+                            .iter()
+                            .map(|table_id| table_id.table_id)
+                            .collect()
+                    } else {
+                        #[expect(deprecated)]
+                        // for backward-compatibility of previous hummock version delta
+                        HashSet::from_iter(group_construct.table_ids.clone())
+                    };
+
                 self.init_with_parent_group(
                     parent_group_id,
                     *compaction_group_id,
-                    HashSet::from_iter(group_construct.table_ids.clone()),
+                    member_table_ids,
                     group_construct.get_new_sst_start_id(),
-                    group_construct.version() == CompatibilityVersion::VersionUnspecified,
+                    group_construct.version < CompatibilityVersion::NoTrivialSplit as _,
                 );
             } else if let Some(group_change) = &summary.group_table_change {
+                // TODO: may deprecate this branch? This enum variant is not created anywhere
+                assert!(
+                    group_change.version <= CompatibilityVersion::NoTrivialSplit as _,
+                    "DeltaType::GroupTableChange is not used anymore after CompatibilityVersion::NoMemberTableIds is added"
+                );
+                #[expect(deprecated)]
+                // for backward-compatibility of previous hummock version delta
                 self.init_with_parent_group(
                     group_change.origin_group_id,
                     group_change.target_group_id,
@@ -520,10 +542,14 @@ impl HummockVersion {
                     .levels
                     .get_mut(&group_change.origin_group_id)
                     .expect("compaction group should exist");
+                #[expect(deprecated)]
+                // for backward-compatibility of previous hummock version delta
                 let mut moving_tables = levels
                     .member_table_ids
                     .extract_if(|t| group_change.table_ids.contains(t))
                     .collect_vec();
+                #[expect(deprecated)]
+                // for backward-compatibility of previous hummock version delta
                 self.levels
                     .get_mut(compaction_group_id)
                     .expect("compaction group should exist")
@@ -536,6 +562,7 @@ impl HummockVersion {
                 .get_mut(compaction_group_id)
                 .expect("compaction group should exist");
 
+            #[expect(deprecated)] // for backward-compatibility of previous hummock version delta
             for group_meta_delta in &summary.group_meta_changes {
                 levels
                     .member_table_ids
@@ -583,7 +610,11 @@ impl HummockVersion {
                 }
             } else {
                 // `max_committed_epoch` is not changed. The delta is caused by compaction.
-                levels.apply_compact_ssts(summary);
+                levels.apply_compact_ssts(
+                    summary,
+                    self.state_table_info
+                        .compaction_group_member_table_ids(*compaction_group_id),
+                );
             }
             if has_destroy {
                 self.levels.remove(compaction_group_id);
@@ -693,16 +724,6 @@ impl HummockVersion {
         }
     }
 
-    pub fn build_compaction_group_info(&self) -> HashMap<TableId, CompactionGroupId> {
-        let mut ret = HashMap::new();
-        for (compaction_group_id, levels) in &self.levels {
-            for table_id in &levels.member_table_ids {
-                ret.insert(TableId::new(*table_id), *compaction_group_id);
-            }
-        }
-        ret
-    }
-
     pub fn build_branched_sst_info(&self) -> BTreeMap<HummockSstableObjectId, BranchedSstInfo> {
         let mut ret: BTreeMap<_, _> = BTreeMap::new();
         for (compaction_group_id, group) in &self.levels {
@@ -757,7 +778,11 @@ impl Levels {
             .sum()
     }
 
-    pub fn apply_compact_ssts(&mut self, summary: GroupDeltasSummary) {
+    pub fn apply_compact_ssts(
+        &mut self,
+        summary: GroupDeltasSummary,
+        member_table_ids: &BTreeSet<TableId>,
+    ) {
         let GroupDeltasSummary {
             delete_sst_levels,
             delete_sst_ids_set,
@@ -810,9 +835,11 @@ impl Levels {
                     insert_sub_level_id, delete_sst_ids_set, l0.sub_levels.iter().map(|level| level.sub_level_id).collect_vec()
                 );
                 if l0.sub_levels[index].table_infos.is_empty()
-                    && self.member_table_ids.len() == 1
+                    && member_table_ids.len() == 1
                     && insert_table_infos.iter().all(|sst| {
-                        sst.table_ids.len() == 1 && sst.table_ids[0] == self.member_table_ids[0]
+                        sst.table_ids.len() == 1
+                            && sst.table_ids[0]
+                                == member_table_ids.iter().next().expect("non-empty").table_id
                     })
                 {
                     // Only change vnode_partition_count for group which has only one state-table.
@@ -830,7 +857,7 @@ impl Levels {
                     self.levels[idx].vnode_partition_count = new_vnode_partition_count;
                 } else if self.levels[idx].vnode_partition_count != 0
                     && new_vnode_partition_count == 0
-                    && self.member_table_ids.len() > 1
+                    && member_table_ids.len() > 1
                 {
                     self.levels[idx].vnode_partition_count = 0;
                 }
@@ -901,6 +928,7 @@ pub fn build_initial_compaction_group_levels(
             vnode_partition_count: 0,
         });
     }
+    #[expect(deprecated)] // for backward-compatibility of previous hummock version delta
     Levels {
         levels,
         l0: Some(OverlappingLevel {
@@ -952,18 +980,6 @@ fn split_sst_info_for_level(
     insert_table_infos
 }
 
-pub fn try_get_compaction_group_id_by_table_id(
-    version: &HummockVersion,
-    table_id: StateTableId,
-) -> Option<CompactionGroupId> {
-    for (group_id, levels) in &version.levels {
-        if levels.member_table_ids.contains(&table_id) {
-            return Some(*group_id);
-        }
-    }
-    None
-}
-
 /// Gets all compaction group ids.
 pub fn get_compaction_group_ids(
     version: &HummockVersion,
@@ -971,27 +987,14 @@ pub fn get_compaction_group_ids(
     version.levels.keys().cloned()
 }
 
-/// Gets all member table ids.
-pub fn get_member_table_ids(version: &HummockVersion) -> HashSet<StateTableId> {
-    version
-        .levels
-        .iter()
-        .flat_map(|(_, levels)| levels.member_table_ids.clone())
-        .collect()
-}
-
 pub fn get_table_compaction_group_id_mapping(
     version: &HummockVersion,
 ) -> HashMap<StateTableId, CompactionGroupId> {
     version
-        .levels
+        .state_table_info
+        .info()
         .iter()
-        .flat_map(|(group_id, levels)| {
-            levels
-                .member_table_ids
-                .iter()
-                .map(|table_id| (*table_id, *group_id))
-        })
+        .map(|(table_id, info)| (table_id.table_id, info.compaction_group_id))
         .collect()
 }
 
@@ -1209,7 +1212,6 @@ pub fn validate_version(version: &HummockVersion) -> Vec<String> {
         ));
     }
 
-    let mut table_to_group = HashMap::new();
     // Ensure each table maps to only one compaction group
     for (group_id, levels) in &version.levels {
         // Ensure compaction group id matches
@@ -1220,31 +1222,6 @@ pub fn validate_version(version: &HummockVersion) -> Vec<String> {
             ));
         }
 
-        // Ensure table id is sorted
-        if !levels.member_table_ids.is_sorted() {
-            res.push(format!(
-                "GROUP {}: memtable_table_ids is not sorted: {:?}",
-                group_id, levels.member_table_ids
-            ));
-        }
-
-        // Ensure table id is unique
-        for table_id in &levels.member_table_ids {
-            match table_to_group.entry(table_id) {
-                Entry::Occupied(e) => {
-                    res.push(format!(
-                        "GROUP {}: Duplicated table_id {}. First found in group {}",
-                        group_id,
-                        table_id,
-                        e.get()
-                    ));
-                }
-                Entry::Vacant(e) => {
-                    e.insert(group_id);
-                }
-            }
-        }
-
         let validate_level = |group: CompactionGroupId,
                               expected_level_idx: u32,
                               level: &Level,
diff --git a/src/storage/hummock_sdk/src/lib.rs b/src/storage/hummock_sdk/src/lib.rs
index 06c9a358883f4..97e1a334dcf98 100644
--- a/src/storage/hummock_sdk/src/lib.rs
+++ b/src/storage/hummock_sdk/src/lib.rs
@@ -22,6 +22,7 @@
 #![feature(is_sorted)]
 #![feature(let_chains)]
 #![feature(btree_cursors)]
+#![feature(lazy_cell)]
 
 mod key_cmp;
 use std::cmp::Ordering;
diff --git a/src/storage/hummock_sdk/src/table_stats.rs b/src/storage/hummock_sdk/src/table_stats.rs
index 6f6bb9b9e3d40..4fce0e0f048ae 100644
--- a/src/storage/hummock_sdk/src/table_stats.rs
+++ b/src/storage/hummock_sdk/src/table_stats.rs
@@ -13,8 +13,9 @@
 // limitations under the License.
 
 use std::borrow::Borrow;
-use std::collections::{HashMap, HashSet};
+use std::collections::HashMap;
 
+use risingwave_common::catalog::TableId;
 use risingwave_pb::hummock::PbTableStats;
 
 use crate::version::HummockVersion;
@@ -106,11 +107,12 @@ pub fn purge_prost_table_stats(
     table_stats: &mut PbTableStatsMap,
     hummock_version: &HummockVersion,
 ) -> bool {
-    let mut all_tables_in_version: HashSet<u32> = HashSet::default();
     let prev_count = table_stats.len();
-    for group in hummock_version.levels.values() {
-        all_tables_in_version.extend(group.member_table_ids.clone());
-    }
-    table_stats.retain(|k, _| all_tables_in_version.contains(k));
+    table_stats.retain(|table_id, _| {
+        hummock_version
+            .state_table_info
+            .info()
+            .contains_key(&TableId::new(*table_id))
+    });
     prev_count != table_stats.len()
 }
diff --git a/src/storage/hummock_sdk/src/version.rs b/src/storage/hummock_sdk/src/version.rs
index b30c1ba0e5191..0315ee9b8f298 100644
--- a/src/storage/hummock_sdk/src/version.rs
+++ b/src/storage/hummock_sdk/src/version.rs
@@ -13,9 +13,10 @@
 // limitations under the License.
 
 use std::collections::hash_map::Entry;
-use std::collections::{HashMap, HashSet};
+use std::collections::{BTreeSet, HashMap, HashSet};
 use std::mem::{replace, size_of};
-use std::sync::Arc;
+use std::ops::Deref;
+use std::sync::{Arc, LazyLock};
 
 use prost::Message;
 use risingwave_common::catalog::TableId;
@@ -39,13 +40,37 @@ use crate::{CompactionGroupId, HummockSstableObjectId, HummockVersionId, FIRST_V
 #[derive(Debug, Clone, PartialEq)]
 pub struct HummockVersionStateTableInfo {
     state_table_info: HashMap<TableId, PbStateTableInfo>,
+
+    // in memory index
+    compaction_group_member_tables: HashMap<CompactionGroupId, BTreeSet<TableId>>,
 }
 
 impl HummockVersionStateTableInfo {
     pub fn empty() -> Self {
         Self {
             state_table_info: HashMap::new(),
+            compaction_group_member_tables: HashMap::new(),
+        }
+    }
+
+    fn build_compaction_group_member_tables(
+        state_table_info: &HashMap<TableId, PbStateTableInfo>,
+    ) -> HashMap<CompactionGroupId, BTreeSet<TableId>> {
+        let mut ret: HashMap<_, BTreeSet<_>> = HashMap::new();
+        for (table_id, info) in state_table_info {
+            assert!(ret
+                .entry(info.compaction_group_id)
+                .or_default()
+                .insert(*table_id));
         }
+        ret
+    }
+
+    pub fn build_table_compaction_group_id(&self) -> HashMap<TableId, CompactionGroupId> {
+        self.state_table_info
+            .iter()
+            .map(|(table_id, info)| (*table_id, info.compaction_group_id))
+            .collect()
     }
 
     pub fn from_protobuf(state_table_info: &HashMap<u32, PbStateTableInfo>) -> Self {
@@ -53,7 +78,12 @@ impl HummockVersionStateTableInfo {
             .iter()
             .map(|(table_id, info)| (TableId::new(*table_id), info.clone()))
             .collect();
-        Self { state_table_info }
+        let compaction_group_member_tables =
+            Self::build_compaction_group_member_tables(&state_table_info);
+        Self {
+            state_table_info,
+            compaction_group_member_tables,
+        }
     }
 
     pub fn to_protobuf(&self) -> HashMap<u32, PbStateTableInfo> {
@@ -69,8 +99,28 @@ impl HummockVersionStateTableInfo {
         removed_table_id: &HashSet<TableId>,
     ) -> HashMap<TableId, Option<StateTableInfo>> {
         let mut changed_table = HashMap::new();
+        fn remove_table_from_compaction_group(
+            compaction_group_member_tables: &mut HashMap<CompactionGroupId, BTreeSet<TableId>>,
+            compaction_group_id: CompactionGroupId,
+            table_id: TableId,
+        ) {
+            let member_tables = compaction_group_member_tables
+                .get_mut(&compaction_group_id)
+                .expect("should exist");
+            assert!(member_tables.remove(&table_id));
+            if member_tables.is_empty() {
+                assert!(compaction_group_member_tables
+                    .remove(&compaction_group_id)
+                    .is_some());
+            }
+        }
         for table_id in removed_table_id {
             if let Some(prev_info) = self.state_table_info.remove(table_id) {
+                remove_table_from_compaction_group(
+                    &mut self.compaction_group_member_tables,
+                    prev_info.compaction_group_id,
+                    *table_id,
+                );
                 assert!(changed_table.insert(*table_id, Some(prev_info)).is_none());
             } else {
                 warn!(
@@ -86,6 +136,7 @@ impl HummockVersionStateTableInfo {
             let new_info = StateTableInfo {
                 committed_epoch: delta.committed_epoch,
                 safe_epoch: delta.safe_epoch,
+                compaction_group_id: delta.compaction_group_id,
             };
             match self.state_table_info.entry(*table_id) {
                 Entry::Occupied(mut entry) => {
@@ -98,21 +149,57 @@ impl HummockVersionStateTableInfo {
                         prev_info,
                         new_info
                     );
+                    if prev_info.compaction_group_id != new_info.compaction_group_id {
+                        // table moved to another compaction group
+                        remove_table_from_compaction_group(
+                            &mut self.compaction_group_member_tables,
+                            prev_info.compaction_group_id,
+                            *table_id,
+                        );
+                        assert!(self
+                            .compaction_group_member_tables
+                            .entry(new_info.compaction_group_id)
+                            .or_default()
+                            .insert(*table_id));
+                    }
                     let prev_info = replace(prev_info, new_info);
                     changed_table.insert(*table_id, Some(prev_info));
                 }
                 Entry::Vacant(entry) => {
+                    assert!(self
+                        .compaction_group_member_tables
+                        .entry(new_info.compaction_group_id)
+                        .or_default()
+                        .insert(*table_id));
                     entry.insert(new_info);
                     changed_table.insert(*table_id, None);
                 }
             }
         }
+        debug_assert_eq!(
+            self.compaction_group_member_tables,
+            Self::build_compaction_group_member_tables(&self.state_table_info)
+        );
         changed_table
     }
 
     pub fn info(&self) -> &HashMap<TableId, StateTableInfo> {
         &self.state_table_info
     }
+
+    pub fn compaction_group_member_table_ids(
+        &self,
+        compaction_group_id: CompactionGroupId,
+    ) -> &BTreeSet<TableId> {
+        static EMPTY_SET: LazyLock<BTreeSet<TableId>> = LazyLock::new(BTreeSet::new);
+        self.compaction_group_member_tables
+            .get(&compaction_group_id)
+            .unwrap_or_else(|| EMPTY_SET.deref())
+    }
+
+    pub fn compaction_group_member_tables(&self) -> &HashMap<CompactionGroupId, BTreeSet<TableId>> {
+        &self.compaction_group_member_tables
+    }
 }
 
 #[derive(Debug, Clone, PartialEq)]
@@ -225,18 +312,21 @@ impl HummockVersion {
     }
 
     pub fn need_fill_backward_compatible_state_table_info_delta(&self) -> bool {
-        // state_table_info is not previously filled, but there previously exists some tables
+        // for backward-compatibility of previous hummock version delta
         self.state_table_info.state_table_info.is_empty()
-            && self
-                .levels
-                .values()
-                .any(|group| !group.member_table_ids.is_empty())
+            && self.levels.values().any(|group| {
+                // state_table_info is not previously filled, but there previously exists some tables
+                #[expect(deprecated)]
+                !group.member_table_ids.is_empty()
+            })
     }
 
     pub fn may_fill_backward_compatible_state_table_info_delta(
         &self,
         delta: &mut HummockVersionDelta,
     ) {
+        #[expect(deprecated)]
+        // for backward-compatibility of previous hummock version delta
         for (cg_id, group) in &self.levels {
             for table_id in &group.member_table_ids {
                 assert!(
@@ -247,6 +337,7 @@ impl HummockVersion {
                             StateTableInfoDelta {
                                 committed_epoch: self.max_committed_epoch,
                                 safe_epoch: self.safe_epoch,
+                                compaction_group_id: *cg_id,
                             }
                         )
                         .is_none(),
diff --git a/src/storage/hummock_test/src/bin/replay/main.rs b/src/storage/hummock_test/src/bin/replay/main.rs
index 9c1827944bb71..9181e37c992e2 100644
--- a/src/storage/hummock_test/src/bin/replay/main.rs
+++ b/src/storage/hummock_test/src/bin/replay/main.rs
@@ -62,6 +62,9 @@ struct Args {
 
     #[arg(short, long)]
     object_storage: String,
+
+    #[arg(short, long)]
+    use_new_object_prefix_strategy: bool,
 }
 
 #[tokio::main(flavor = "multi_thread")]
@@ -132,6 +135,7 @@ async fn create_replay_hummock(r: Record, args: &Args) -> Result<impl GlobalRepl
         max_prefetch_block_number: storage_opts.max_prefetch_block_number,
         recent_filter: None,
         state_store_metrics: state_store_metrics.clone(),
+        use_new_object_prefix_strategy: args.use_new_object_prefix_strategy,
         meta_cache,
         block_cache,
     }));
diff --git a/src/storage/src/hummock/compactor/compactor_runner.rs b/src/storage/src/hummock/compactor/compactor_runner.rs
index 41a55518158de..0336f6f542fa4 100644
--- a/src/storage/src/hummock/compactor/compactor_runner.rs
+++ b/src/storage/src/hummock/compactor/compactor_runner.rs
@@ -380,7 +380,7 @@ pub async fn compact(
             .storage_opts
             .object_store_config
             .s3
-            .object_store_recv_buffer_size
+            .recv_buffer_size
             .unwrap_or(6 * 1024 * 1024) as u64,
         capacity as u64,
     ) * compact_task.splits.len() as u64;
diff --git a/src/storage/src/hummock/iterator/test_utils.rs b/src/storage/src/hummock/iterator/test_utils.rs
index d315b51ab05eb..9cc6d8dc7fcd2 100644
--- a/src/storage/src/hummock/iterator/test_utils.rs
+++ b/src/storage/src/hummock/iterator/test_utils.rs
@@ -90,6 +90,7 @@ pub async fn mock_sstable_store_with_object_store(store: ObjectStoreRef) -> Ssta
 
         recent_filter: None,
         state_store_metrics: Arc::new(global_hummock_state_store_metrics(MetricLevel::Disabled)),
+        use_new_object_prefix_strategy: true,
 
         meta_cache,
         block_cache,
diff --git a/src/storage/src/hummock/local_version/pinned_version.rs b/src/storage/src/hummock/local_version/pinned_version.rs
index 6302f91739c20..5e89a135d825c 100644
--- a/src/storage/src/hummock/local_version/pinned_version.rs
+++ b/src/storage/src/hummock/local_version/pinned_version.rs
@@ -85,7 +85,7 @@ impl PinnedVersion {
         pinned_version_manager_tx: UnboundedSender<PinVersionAction>,
     ) -> Self {
         let version_id = version.id;
-        let compaction_group_index = version.build_compaction_group_info();
+        let compaction_group_index = version.state_table_info.build_table_compaction_group_id();
 
         PinnedVersion {
             version: Arc::new(version),
@@ -109,7 +109,7 @@ impl PinnedVersion {
             self.version.id
         );
         let version_id = version.id;
-        let compaction_group_index = version.build_compaction_group_info();
+        let compaction_group_index = version.state_table_info.build_table_compaction_group_id();
 
         PinnedVersion {
             version: Arc::new(version),
@@ -135,9 +135,10 @@ impl PinnedVersion {
 
     pub fn levels(&self, table_id: TableId) -> impl Iterator<Item = &PbLevel> {
         #[auto_enum(Iterator)]
-        match self.compaction_group_index.get(&table_id) {
-            Some(compaction_group_id) => {
-                let levels = self.levels_by_compaction_groups_id(*compaction_group_id);
+        match self.version.state_table_info.info().get(&table_id) {
+            Some(info) => {
+                let compaction_group_id = info.compaction_group_id;
+                let levels = self.levels_by_compaction_groups_id(compaction_group_id);
                 levels
                     .l0
                     .as_ref()
diff --git a/src/storage/src/hummock/sstable_store.rs b/src/storage/src/hummock/sstable_store.rs
index a6ab2a6162e0d..3240a4243a586 100644
--- a/src/storage/src/hummock/sstable_store.rs
+++ b/src/storage/src/hummock/sstable_store.rs
@@ -125,6 +125,7 @@ pub struct SstableStoreConfig {
     pub max_prefetch_block_number: usize,
     pub recent_filter: Option<Arc<RecentFilter<(HummockSstableObjectId, usize)>>>,
     pub state_store_metrics: Arc<HummockStateStoreMetrics>,
+    pub use_new_object_prefix_strategy: bool,
 
     pub meta_cache: HybridCache<HummockSstableObjectId, Box<Sstable>>,
     pub block_cache: HybridCache<SstableBlockIndex, Box<Block>>,
@@ -144,6 +145,15 @@ pub struct SstableStore {
     prefetch_buffer_usage: Arc<AtomicUsize>,
     prefetch_buffer_capacity: usize,
     max_prefetch_block_number: usize,
+    /// Whether the object store is divided into prefixes depends on two factors:
+    ///   1. The specific object store type.
+    ///   2. Whether the existing cluster is a new cluster.
+    ///
+    /// The value of `use_new_object_prefix_strategy` is determined by the `use_new_object_prefix_strategy` field in the system parameters.
+    /// For a new cluster, `use_new_object_prefix_strategy` is set to True.
+    /// For an old cluster, `use_new_object_prefix_strategy` is set to False.
+    /// The final decision of whether to divide prefixes is based on this field and the specific object store type, this approach is implemented to ensure backward compatibility.
+    use_new_object_prefix_strategy: bool,
 }
 
 impl SstableStore {
@@ -162,6 +172,7 @@ impl SstableStore {
             prefetch_buffer_usage: Arc::new(AtomicUsize::new(0)),
             prefetch_buffer_capacity: config.prefetch_buffer_capacity,
             max_prefetch_block_number: config.max_prefetch_block_number,
+            use_new_object_prefix_strategy: config.use_new_object_prefix_strategy,
         }
     }
 
@@ -173,6 +184,7 @@ impl SstableStore {
         path: String,
         block_cache_capacity: usize,
         meta_cache_capacity: usize,
+        use_new_object_prefix_strategy: bool,
     ) -> HummockResult<Self> {
         let meta_cache = HybridCacheBuilder::new()
             .memory(meta_cache_capacity)
@@ -205,6 +217,7 @@ impl SstableStore {
             prefetch_buffer_capacity: block_cache_capacity,
             max_prefetch_block_number: 16, /* compactor won't use this parameter, so just assign a default value. */
             recent_filter: None,
+            use_new_object_prefix_strategy,
 
             meta_cache,
             block_cache,
@@ -508,7 +521,9 @@ impl SstableStore {
     }
 
     pub fn get_sst_data_path(&self, object_id: HummockSstableObjectId) -> String {
-        let obj_prefix = self.store.get_object_prefix(object_id);
+        let obj_prefix = self
+            .store
+            .get_object_prefix(object_id, self.use_new_object_prefix_strategy);
         format!(
             "{}/{}{}.{}",
             self.path, obj_prefix, object_id, OBJECT_SUFFIX
diff --git a/src/storage/src/row_serde/value_serde.rs b/src/storage/src/row_serde/value_serde.rs
index c4d4ef8b808f7..3a9156ca16d1e 100644
--- a/src/storage/src/row_serde/value_serde.rs
+++ b/src/storage/src/row_serde/value_serde.rs
@@ -97,7 +97,8 @@ impl ValueRowSerdeNew for ColumnAwareSerde {
             }
         }
 
-        let column_with_default = table_columns.iter().enumerate().filter_map(|(i, c)| {
+        let partial_columns = value_indices.iter().map(|idx| &table_columns[*idx]);
+        let column_with_default = partial_columns.enumerate().filter_map(|(i, c)| {
             if let Some(GeneratedOrDefaultColumn::DefaultColumn(DefaultColumnDesc {
                 snapshot_value,
                 expr,
@@ -305,4 +306,59 @@ mod tests {
         // drop all columns is now allowed
         assert!(try_drop_invalid_columns(&row_bytes, &HashSet::new()).is_none());
     }
+
+    #[test]
+    fn test_deserialize_partial_columns() {
+        let column_ids = vec![ColumnId::new(0), ColumnId::new(1), ColumnId::new(2)];
+        let row1 = OwnedRow::new(vec![
+            Some(Int16(5)),
+            Some(Utf8("abc".into())),
+            Some(Utf8("ABC".into())),
+        ]);
+        let serializer = column_aware_row_encoding::Serializer::new(&column_ids);
+        let row_bytes = serializer.serialize(row1);
+
+        let deserializer = column_aware_row_encoding::Deserializer::new(
+            &[ColumnId::new(2), ColumnId::new(0)],
+            Arc::from(vec![DataType::Varchar, DataType::Int16].into_boxed_slice()),
+            std::iter::empty(),
+        );
+        let decoded = deserializer.deserialize(&row_bytes[..]);
+        assert_eq!(
+            decoded.unwrap(),
+            vec![Some(Utf8("ABC".into())), Some(Int16(5))]
+        );
+    }
+
+    #[test]
+    fn test_deserialize_partial_columns_with_default_columns() {
+        let column_ids = vec![ColumnId::new(0), ColumnId::new(1), ColumnId::new(2)];
+        let row1 = OwnedRow::new(vec![
+            Some(Int16(5)),
+            Some(Utf8("abc".into())),
+            Some(Utf8("ABC".into())),
+        ]);
+        let serializer = column_aware_row_encoding::Serializer::new(&column_ids);
+        let row_bytes = serializer.serialize(row1);
+
+        // default column of ColumnId::new(3)
+        let default_columns = vec![(1, Some(Utf8("new column".into())))];
+
+        let deserializer = column_aware_row_encoding::Deserializer::new(
+            &[ColumnId::new(2), ColumnId::new(3), ColumnId::new(0)],
+            Arc::from(
+                vec![DataType::Varchar, DataType::Varchar, DataType::Int16].into_boxed_slice(),
+            ),
+            default_columns.into_iter(),
+        );
+        let decoded = deserializer.deserialize(&row_bytes[..]);
+        assert_eq!(
+            decoded.unwrap(),
+            vec![
+                Some(Utf8("ABC".into())),
+                Some(Utf8("new column".into())),
+                Some(Int16(5))
+            ]
+        );
+    }
 }
diff --git a/src/storage/src/store_impl.rs b/src/storage/src/store_impl.rs
index fdecccc85893e..2512f680b536e 100644
--- a/src/storage/src/store_impl.rs
+++ b/src/storage/src/store_impl.rs
@@ -617,6 +617,7 @@ impl StateStoreImpl {
         storage_metrics: Arc<MonitoredStorageMetrics>,
         compactor_metrics: Arc<CompactorMetrics>,
         await_tree_config: Option<await_tree::Config>,
+        use_new_object_prefix_strategy: bool,
     ) -> StorageResult<Self> {
         const MB: usize = 1 << 20;
 
@@ -752,6 +753,7 @@ impl StateStoreImpl {
                     max_prefetch_block_number: opts.max_prefetch_block_number,
                     recent_filter,
                     state_store_metrics: state_store_metrics.clone(),
+                    use_new_object_prefix_strategy,
 
                     meta_cache,
                     block_cache,
diff --git a/src/storage/src/table/batch_table/storage_table.rs b/src/storage/src/table/batch_table/storage_table.rs
index 795668dfe8b1b..e5f2801b05022 100644
--- a/src/storage/src/table/batch_table/storage_table.rs
+++ b/src/storage/src/table/batch_table/storage_table.rs
@@ -13,7 +13,7 @@
 // limitations under the License.
 
 use std::ops::Bound::{self, Excluded, Included, Unbounded};
-use std::ops::{Index, RangeBounds};
+use std::ops::RangeBounds;
 use std::sync::Arc;
 
 use auto_enums::auto_enum;
@@ -24,11 +24,13 @@ use futures::future::try_join_all;
 use futures::{Stream, StreamExt};
 use futures_async_stream::try_stream;
 use itertools::{Either, Itertools};
-use risingwave_common::array::Op;
+use more_asserts::assert_gt;
+use risingwave_common::array::{ArrayBuilderImpl, ArrayRef, DataChunk, Op};
 use risingwave_common::buffer::Bitmap;
 use risingwave_common::catalog::{ColumnDesc, ColumnId, Schema, TableId, TableOption};
 use risingwave_common::hash::{VirtualNode, VnodeBitmapExt};
 use risingwave_common::row::{self, OwnedRow, Row, RowExt};
+use risingwave_common::types::ToOwnedDatum;
 use risingwave_common::util::row_serde::*;
 use risingwave_common::util::sort_util::OrderType;
 use risingwave_common::util::value_encoding::column_aware_row_encoding::ColumnAwareSerde;
@@ -81,7 +83,8 @@ pub struct StorageTableInner<S: StateStore, SD: ValueRowSerde> {
     /// Mapping from column id to column index for deserializing the row.
     mapping: Arc<ColumnMapping>,
 
-    /// Row deserializer to deserialize the whole value in storage to a row.
+    /// Row deserializer to deserialize the value in storage to a row.
+    /// The row can be either complete or partial, depending on whether the row encoding is versioned.
     row_serde: Arc<SD>,
 
     /// Indices of primary key.
@@ -246,29 +249,45 @@ impl<S: StateStore> StorageTableInner<S, EitherSerde> {
             }
         }
 
-        let output_row_in_value_indices = value_output_indices
-            .iter()
-            .map(|&di| value_indices.iter().position(|&pi| di == pi).unwrap())
-            .collect_vec();
         let output_row_in_key_indices = key_output_indices
             .iter()
             .map(|&di| pk_indices.iter().position(|&pi| di == pi).unwrap())
             .collect_vec();
         let schema = Schema::new(output_columns.iter().map(Into::into).collect());
 
-        let mapping = ColumnMapping::new(output_row_in_value_indices);
-
         let pk_data_types = pk_indices
             .iter()
             .map(|i| table_columns[*i].data_type.clone())
             .collect();
         let pk_serializer = OrderedRowSerde::new(pk_data_types, order_types);
-
-        let row_serde = {
+        let (row_serde, mapping) = {
             if versioned {
-                ColumnAwareSerde::new(value_indices.into(), table_columns.into()).into()
+                let value_output_indices_dedup = value_output_indices
+                    .iter()
+                    .unique()
+                    .copied()
+                    .collect::<Vec<_>>();
+                let output_row_in_value_output_indices_dedup = value_output_indices
+                    .iter()
+                    .map(|&di| {
+                        value_output_indices_dedup
+                            .iter()
+                            .position(|&pi| di == pi)
+                            .unwrap()
+                    })
+                    .collect_vec();
+                let mapping = ColumnMapping::new(output_row_in_value_output_indices_dedup);
+                let serde =
+                    ColumnAwareSerde::new(value_output_indices_dedup.into(), table_columns.into());
+                (serde.into(), mapping)
             } else {
-                BasicSerde::new(value_indices.into(), table_columns.into()).into()
+                let output_row_in_value_indices = value_output_indices
+                    .iter()
+                    .map(|&di| value_indices.iter().position(|&pi| di == pi).unwrap())
+                    .collect_vec();
+                let mapping = ColumnMapping::new(output_row_in_value_indices);
+                let serde = BasicSerde::new(value_indices.into(), table_columns.into());
+                (serde.into(), mapping)
             }
         };
 
@@ -366,11 +385,10 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInner<S, SD> {
         if let Some(value) = self.store.get(serialized_pk, epoch, read_options).await? {
             // Refer to [`StorageTableInnerIterInner::new`] for necessity of `validate_read_epoch`.
             self.store.validate_read_epoch(wait_epoch)?;
-            let full_row = self.row_serde.deserialize(&value)?;
-            let result_row_in_value = self
-                .mapping
-                .project(OwnedRow::new(full_row))
-                .into_owned_row();
+
+            let row = self.row_serde.deserialize(&value)?;
+            let result_row_in_value = self.mapping.project(OwnedRow::new(row));
+
             match &self.key_output_indices {
                 Some(key_output_indices) => {
                     let result_row_in_key =
@@ -385,20 +403,23 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInner<S, SD> {
                                 .unwrap();
                             result_row_vec.push(
                                 result_row_in_value
-                                    .index(*item_position_in_value_indices)
-                                    .clone(),
+                                    .datum_at(*item_position_in_value_indices)
+                                    .to_owned_datum(),
                             );
                         } else {
                             let item_position_in_pk_indices =
                                 key_output_indices.iter().position(|p| idx == p).unwrap();
-                            result_row_vec
-                                .push(result_row_in_key.index(item_position_in_pk_indices).clone());
+                            result_row_vec.push(
+                                result_row_in_key
+                                    .datum_at(item_position_in_pk_indices)
+                                    .to_owned_datum(),
+                            );
                         }
                     }
                     let result_row = OwnedRow::new(result_row_vec);
                     Ok(Some(result_row))
                 }
-                None => Ok(Some(result_row_in_value)),
+                None => Ok(Some(result_row_in_value.into_owned_row())),
             }
         } else {
             Ok(None)
@@ -626,6 +647,75 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInner<S, SD> {
         .await
     }
 
+    // Construct a stream of (columns, row_count) from a row stream
+    #[try_stream(ok = (Vec<ArrayRef>, usize), error = StorageError)]
+    async fn convert_row_stream_to_array_vec_stream(
+        iter: impl Stream<Item = StorageResult<KeyedRow<Bytes>>>,
+        schema: Schema,
+        chunk_size: usize,
+    ) {
+        use futures::{pin_mut, TryStreamExt};
+        use risingwave_common::util::iter_util::ZipEqFast;
+
+        pin_mut!(iter);
+
+        let mut builders: Option<Vec<ArrayBuilderImpl>> = None;
+        let mut row_count = 0;
+
+        while let Some(row) = iter.try_next().await? {
+            row_count += 1;
+            // Uses ArrayBuilderImpl instead of DataChunkBuilder here to demonstrate how to build chunk in a columnar manner
+            let builders_ref =
+                builders.get_or_insert_with(|| schema.create_array_builders(chunk_size));
+            for (datum, builder) in row.iter().zip_eq_fast(builders_ref.iter_mut()) {
+                builder.append(datum);
+            }
+            if row_count == chunk_size {
+                let columns: Vec<_> = builders
+                    .take()
+                    .unwrap()
+                    .into_iter()
+                    .map(|builder| builder.finish().into())
+                    .collect();
+                yield (columns, row_count);
+                assert!(builders.is_none());
+                row_count = 0;
+            }
+        }
+
+        if let Some(builders) = builders {
+            assert_gt!(row_count, 0);
+            // yield the last chunk if any
+            let columns: Vec<_> = builders
+                .into_iter()
+                .map(|builder| builder.finish().into())
+                .collect();
+            yield (columns, row_count);
+        }
+    }
+
+    /// Iterates on the table with the given prefix of the pk in `pk_prefix` and the range bounds.
+    /// Returns a stream of chunks of columns with the provided `chunk_size`
+    async fn chunk_iter_with_pk_bounds(
+        &self,
+        epoch: HummockReadEpoch,
+        pk_prefix: impl Row,
+        range_bounds: impl RangeBounds<OwnedRow>,
+        ordered: bool,
+        chunk_size: usize,
+        prefetch_options: PrefetchOptions,
+    ) -> StorageResult<impl Stream<Item = StorageResult<(Vec<ArrayRef>, usize)>> + Send> {
+        let iter = self
+            .iter_with_pk_bounds(epoch, pk_prefix, range_bounds, ordered, prefetch_options)
+            .await?;
+
+        Ok(Self::convert_row_stream_to_array_vec_stream(
+            iter,
+            self.schema.clone(),
+            chunk_size,
+        ))
+    }
+
     /// Construct a stream item `StorageResult<KeyedRow<Bytes>>` for batch executors.
     /// Differs from the streaming one, this iterator will wait for the epoch before iteration
     pub async fn batch_iter_with_pk_bounds(
@@ -704,6 +794,34 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInner<S, SD> {
 
         Ok(iter)
     }
+
+    /// Iterates on the table with the given prefix of the pk in `pk_prefix` and the range bounds.
+    /// Returns a stream of `DataChunk` with the provided `chunk_size`
+    pub async fn batch_chunk_iter_with_pk_bounds(
+        &self,
+        epoch: HummockReadEpoch,
+        pk_prefix: impl Row,
+        range_bounds: impl RangeBounds<OwnedRow>,
+        ordered: bool,
+        chunk_size: usize,
+        prefetch_options: PrefetchOptions,
+    ) -> StorageResult<impl Stream<Item = StorageResult<DataChunk>> + Send> {
+        let iter = self
+            .chunk_iter_with_pk_bounds(
+                epoch,
+                pk_prefix,
+                range_bounds,
+                ordered,
+                chunk_size,
+                prefetch_options,
+            )
+            .await?;
+
+        Ok(iter.map(|item| {
+            let (columns, row_count) = item?;
+            Ok(DataChunk::new(columns, row_count))
+        }))
+    }
 }
 
 /// [`StorageTableInnerIterInner`] iterates on the storage table.
@@ -777,11 +895,8 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInnerIterInner<S, SD> {
             .await?
         {
             let (table_key, value) = (k.user_key.table_key, v);
-            let full_row = self.row_deserializer.deserialize(value)?;
-            let result_row_in_value = self
-                .mapping
-                .project(OwnedRow::new(full_row))
-                .into_owned_row();
+            let row = self.row_deserializer.deserialize(value)?;
+            let result_row_in_value = self.mapping.project(OwnedRow::new(row));
             match &self.key_output_indices {
                 Some(key_output_indices) => {
                     let result_row_in_key = match self.pk_serializer.clone() {
@@ -803,14 +918,17 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInnerIterInner<S, SD> {
                                 .unwrap();
                             result_row_vec.push(
                                 result_row_in_value
-                                    .index(*item_position_in_value_indices)
-                                    .clone(),
+                                    .datum_at(*item_position_in_value_indices)
+                                    .to_owned_datum(),
                             );
                         } else {
                             let item_position_in_pk_indices =
                                 key_output_indices.iter().position(|p| idx == p).unwrap();
-                            result_row_vec
-                                .push(result_row_in_key.index(item_position_in_pk_indices).clone());
+                            result_row_vec.push(
+                                result_row_in_key
+                                    .datum_at(item_position_in_pk_indices)
+                                    .to_owned_datum(),
+                            );
                         }
                     }
                     let row = OwnedRow::new(result_row_vec);
@@ -824,7 +942,7 @@ impl<S: StateStore, SD: ValueRowSerde> StorageTableInnerIterInner<S, SD> {
                 None => {
                     yield KeyedRow {
                         vnode_prefixed_key: table_key.copy_into(),
-                        row: result_row_in_value,
+                        row: result_row_in_value.into_owned_row(),
                     }
                 }
             }
diff --git a/src/stream/src/common/log_store_impl/in_mem.rs b/src/stream/src/common/log_store_impl/in_mem.rs
index 3aafb865f09ac..d1ce2e6e5aa35 100644
--- a/src/stream/src/common/log_store_impl/in_mem.rs
+++ b/src/stream/src/common/log_store_impl/in_mem.rs
@@ -15,6 +15,7 @@
 use std::sync::Arc;
 
 use anyhow::{anyhow, Context};
+use await_tree::InstrumentAwait;
 use risingwave_common::array::StreamChunk;
 use risingwave_common::buffer::Bitmap;
 use risingwave_common::util::epoch::{EpochExt, EpochPair, INVALID_EPOCH};
@@ -260,6 +261,7 @@ impl LogWriter for BoundedInMemLogStoreWriter {
     async fn write_chunk(&mut self, chunk: StreamChunk) -> LogStoreResult<()> {
         self.item_tx
             .send(InMemLogStoreItem::StreamChunk(chunk))
+            .instrument_await("in_mem_send_item_chunk")
             .await
             .map_err(|_| anyhow!("unable to send stream chunk"))?;
         Ok(())
@@ -275,6 +277,7 @@ impl LogWriter for BoundedInMemLogStoreWriter {
                 next_epoch,
                 is_checkpoint,
             })
+            .instrument_await("in_mem_send_item_barrier")
             .await
             .map_err(|_| anyhow!("unable to send barrier"))?;
 
@@ -287,6 +290,7 @@ impl LogWriter for BoundedInMemLogStoreWriter {
             let truncated_epoch = self
                 .truncated_epoch_rx
                 .recv()
+                .instrument_await("in_mem_recv_truncated_epoch")
                 .await
                 .ok_or_else(|| anyhow!("cannot get truncated epoch"))?;
             assert_eq!(truncated_epoch, prev_epoch);
@@ -298,6 +302,7 @@ impl LogWriter for BoundedInMemLogStoreWriter {
     async fn update_vnode_bitmap(&mut self, new_vnodes: Arc<Bitmap>) -> LogStoreResult<()> {
         self.item_tx
             .send(InMemLogStoreItem::UpdateVnodeBitmap(new_vnodes))
+            .instrument_await("in_mem_send_item_vnode_bitmap")
             .await
             .map_err(|_| anyhow!("unable to send vnode bitmap"))
     }
diff --git a/src/stream/src/common/table/test_storage_table.rs b/src/stream/src/common/table/test_storage_table.rs
index cd914340fdb2d..098632192d027 100644
--- a/src/stream/src/common/table/test_storage_table.rs
+++ b/src/stream/src/common/table/test_storage_table.rs
@@ -12,11 +12,12 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use futures::pin_mut;
+use futures::{pin_mut, StreamExt};
 use itertools::Itertools;
 use risingwave_common::catalog::{ColumnDesc, ColumnId, TableId};
-use risingwave_common::row::OwnedRow;
+use risingwave_common::row::{self, OwnedRow, RowExt};
 use risingwave_common::types::DataType;
+use risingwave_common::util::chunk_coalesce::DataChunkBuilder;
 use risingwave_common::util::epoch::{test_epoch, EpochPair};
 use risingwave_common::util::sort_util::OrderType;
 use risingwave_hummock_sdk::HummockReadEpoch;
@@ -460,3 +461,123 @@ async fn test_batch_scan_with_value_indices() {
     let res = iter.next_row().await.unwrap();
     assert!(res.is_none());
 }
+
+#[tokio::test]
+async fn test_batch_scan_chunk_with_value_indices() {
+    const TEST_TABLE_ID: TableId = TableId { table_id: 233 };
+    let test_env = prepare_hummock_test_env().await;
+
+    let order_types = vec![OrderType::ascending(), OrderType::descending()];
+    let column_ids = [
+        ColumnId::from(0),
+        ColumnId::from(1),
+        ColumnId::from(2),
+        ColumnId::from(3),
+    ];
+    let column_descs = vec![
+        ColumnDesc::unnamed(column_ids[0], DataType::Int32),
+        ColumnDesc::unnamed(column_ids[1], DataType::Int32),
+        ColumnDesc::unnamed(column_ids[2], DataType::Int32),
+        ColumnDesc::unnamed(column_ids[3], DataType::Int32),
+    ];
+    let pk_indices = vec![0_usize, 2_usize];
+    let value_indices: Vec<usize> = vec![1, 3];
+    let read_prefix_len_hint = 0;
+    let table = gen_prost_table_with_value_indices(
+        TEST_TABLE_ID,
+        column_descs.clone(),
+        order_types.clone(),
+        pk_indices.clone(),
+        read_prefix_len_hint,
+        value_indices.iter().map(|v| *v as i32).collect_vec(),
+    );
+
+    test_env.register_table(table.clone()).await;
+    let mut state =
+        StateTable::from_table_catalog_inconsistent_op(&table, test_env.storage.clone(), None)
+            .await;
+
+    let output_column_idx: Vec<usize> = vec![1, 2];
+    let column_ids_partial = output_column_idx
+        .iter()
+        .map(|i| ColumnId::from(*i as i32))
+        .collect_vec();
+
+    let table = StorageTable::for_test_with_partial_columns(
+        test_env.storage.clone(),
+        TEST_TABLE_ID,
+        column_descs.clone(),
+        column_ids_partial,
+        order_types.clone(),
+        pk_indices,
+        value_indices.clone(),
+    );
+    let mut epoch = EpochPair::new_test_epoch(test_epoch(1));
+    state.init_epoch(epoch);
+
+    let gen_row = |i: i32, is_update: bool| {
+        let scale = if is_update { 10 } else { 1 };
+        OwnedRow::new(vec![
+            Some(i.into()),
+            Some((i * 10 * scale).into()),
+            Some((i * 100).into()),
+            Some((i * 1000 * scale).into()),
+        ])
+    };
+
+    let mut rows = vec![];
+    let insert_row_idx = (0..20).collect_vec();
+    let delete_row_idx = (0..5).map(|i| i * 2).collect_vec();
+    let updated_row_idx = (0..5).map(|i| i * 2 + 1).collect_vec();
+    for i in &insert_row_idx {
+        let row = gen_row(*i, false);
+        state.insert(row.clone());
+        rows.push(row);
+    }
+
+    for i in &updated_row_idx {
+        let row = gen_row(*i, true);
+        state.update(rows[*i as usize].clone(), row.clone());
+        rows[*i as usize] = row;
+    }
+
+    for i in &delete_row_idx {
+        let row = gen_row(*i, false);
+        state.delete(row);
+    }
+
+    let mut rows = rows
+        .into_iter()
+        .enumerate()
+        .filter(|(idx, _)| !delete_row_idx.contains(&(*idx as i32)))
+        .map(|(_, row)| row)
+        .collect_vec();
+
+    epoch.inc_for_test();
+    state.commit(epoch).await.unwrap();
+    test_env.commit_epoch(epoch.prev).await;
+
+    let chunk_size = 2;
+    let iter = table
+        .batch_chunk_iter_with_pk_bounds(
+            HummockReadEpoch::Committed(epoch.prev),
+            row::empty(),
+            ..,
+            false,
+            chunk_size,
+            Default::default(),
+        )
+        .await
+        .unwrap();
+    pin_mut!(iter);
+
+    let chunks: Vec<_> = iter.collect().await;
+    for (chunk, expected_rows) in chunks.into_iter().zip_eq(rows.chunks_mut(chunk_size)) {
+        let mut builder =
+            DataChunkBuilder::new(vec![DataType::Int32, DataType::Int32], 2 * chunk_size);
+        for row in expected_rows {
+            let _ = builder.append_one_row(row.clone().project(&output_column_idx));
+        }
+        assert_eq!(builder.consume_all().unwrap(), chunk.unwrap());
+    }
+}
diff --git a/src/stream/src/executor/sink.rs b/src/stream/src/executor/sink.rs
index 52377c49c322a..c0ee1330805bf 100644
--- a/src/stream/src/executor/sink.rs
+++ b/src/stream/src/executor/sink.rs
@@ -125,7 +125,6 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
         let sink_id = self.sink_param.sink_id;
         let actor_id = self.actor_context.id;
         let fragment_id = self.actor_context.fragment_id;
-        let executor_id = self.sink_writer_param.executor_id;
 
         let stream_key = self.info.pk_indices.clone();
         let metrics = self.actor_context.streaming_metrics.new_sink_exec_metrics(
@@ -184,6 +183,11 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
         let re_construct_with_sink_pk = need_advance_delete
             && self.sink_param.sink_type == SinkType::Upsert
             && !self.sink_param.downstream_pk.is_empty();
+        // Don't compact chunk for blackhole sink for better benchmark performance.
+        let compact_chunk = !self.sink.is_blackhole();
+        tracing::info!("Sink info: sink_id: {} actor_id: {}, need_advance_delete: {}, re_construct_with_sink_pk: {}",
+                        sink_id, actor_id, need_advance_delete, re_construct_with_sink_pk);
+
         let processed_input = Self::process_msg(
             input,
             self.sink_param.sink_type,
@@ -194,6 +198,7 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
             self.input_data_types,
             self.sink_param.downstream_pk.clone(),
             metrics.sink_chunk_buffer_size,
+            compact_chunk,
         );
 
         if self.sink.is_sink_into_table() {
@@ -217,10 +222,9 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
                             self.sink_writer_param,
                             self.actor_context,
                         )
-                        .instrument_await(format!(
-                            "Consume Log: sink_id: {} actor_id: {}, executor_id: {}",
-                            sink_id, actor_id, executor_id,
-                        ));
+                        .instrument_await(format!("consume_log (sink_id {sink_id})"))
+                        .map_ok(|never| match never {}); // unify return type to `Message`
+
                         // TODO: may try to remove the boxed
                         select(consume_log_stream.into_stream(), write_log_stream).boxed()
                     })
@@ -300,6 +304,7 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
         input_data_types: Vec<DataType>,
         down_stream_pk: Vec<usize>,
         sink_chunk_buffer_size_metrics: LabelGuardedIntGauge<3>,
+        compact_chunk: bool,
     ) {
         // need to buffer chunks during one barrier
         if need_advance_delete || re_construct_with_sink_pk {
@@ -364,10 +369,12 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
             for msg in input {
                 match msg? {
                     Message::Watermark(w) => yield Message::Watermark(w),
-                    Message::Chunk(chunk) => {
+                    Message::Chunk(mut chunk) => {
                         // Compact the chunk to eliminate any useless intermediate result (e.g. UPDATE
                         // V->V).
-                        let chunk = merge_chunk_row(chunk, &stream_key);
+                        if compact_chunk {
+                            chunk = merge_chunk_row(chunk, &stream_key);
+                        }
                         match sink_type {
                             SinkType::AppendOnly => yield Message::Chunk(chunk),
                             SinkType::ForceAppendOnly => {
@@ -403,7 +410,7 @@ impl<F: LogStoreFactory> SinkExecutor<F> {
         sink_param: SinkParam,
         mut sink_writer_param: SinkWriterParam,
         actor_context: ActorContextRef,
-    ) -> StreamExecutorResult<Message> {
+    ) -> StreamExecutorResult<!> {
         let metrics = sink_writer_param.sink_metrics.clone();
 
         let visible_columns = columns
diff --git a/src/tests/compaction_test/src/compaction_test_runner.rs b/src/tests/compaction_test/src/compaction_test_runner.rs
index e492b64979070..f294d8fb6fe5a 100644
--- a/src/tests/compaction_test/src/compaction_test_runner.rs
+++ b/src/tests/compaction_test/src/compaction_test_runner.rs
@@ -711,6 +711,7 @@ pub async fn create_hummock_store_with_metrics(
         metrics.storage_metrics.clone(),
         metrics.compactor_metrics.clone(),
         None,
+        true,
     )
     .await?;
 
diff --git a/src/tests/compaction_test/src/delete_range_runner.rs b/src/tests/compaction_test/src/delete_range_runner.rs
index 7183ee7e2e851..5d6c6ff7e70d1 100644
--- a/src/tests/compaction_test/src/delete_range_runner.rs
+++ b/src/tests/compaction_test/src/delete_range_runner.rs
@@ -227,6 +227,7 @@ async fn compaction_test(
         max_prefetch_block_number: storage_opts.max_prefetch_block_number,
         recent_filter: None,
         state_store_metrics: state_store_metrics.clone(),
+        use_new_object_prefix_strategy: system_params.use_new_object_prefix_strategy(),
         meta_cache,
         block_cache,
     }));