diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index 0aad036152b28..1db138e79999f 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/e2e_test/source/basic/ddl.slt b/e2e_test/source/basic/ddl.slt
index 8b145fd7cff37..f959ce7fa49a7 100644
--- a/e2e_test/source/basic/ddl.slt
+++ b/e2e_test/source/basic/ddl.slt
@@ -27,7 +27,8 @@ db error: ERROR: Failed to run the query
 
 Caused by these errors (recent errors listed first):
   1: gRPC request to meta service failed: Internal error
-  2: missing field `properties.bootstrap.server`
+  2: failed to create source worker
+  3: missing field `properties.bootstrap.server`
 
 
 statement error
@@ -37,7 +38,8 @@ db error: ERROR: Failed to run the query
 
 Caused by these errors (recent errors listed first):
   1: gRPC request to meta service failed: Internal error
-  2: Unknown fields in the WITH clause: {"unknown_field": "1"}
+  2: failed to create source worker
+  3: Unknown fields in the WITH clause: {"unknown_field": "1"}
 
 
 statement error topic invalid_topic not found
diff --git a/e2e_test/streaming/over_window/main.slt b/e2e_test/streaming/over_window/main.slt
index 0c3aadd4a3f7b..073e709a5db2d 100644
--- a/e2e_test/streaming/over_window/main.slt
+++ b/e2e_test/streaming/over_window/main.slt
@@ -5,22 +5,20 @@ set rw_streaming_over_window_cache_policy = full;
 
 include ./generated/main.slt.part
 
-# TODO(rc): The following tests are temporarily commented out because of recovery test failure.
-
-#statement ok
-#set rw_streaming_over_window_cache_policy = recent;
-#
-#include ./generated/main.slt.part
-#
-#statement ok
-#set rw_streaming_over_window_cache_policy = recent_first_n;
-#
-#include ./generated/main.slt.part
-#
-#statement ok
-#set rw_streaming_over_window_cache_policy = recent_last_n;
-#
-#include ./generated/main.slt.part
+statement ok
+set rw_streaming_over_window_cache_policy = recent;
+
+include ./generated/main.slt.part
+
+statement ok
+set rw_streaming_over_window_cache_policy = recent_first_n;
+
+include ./generated/main.slt.part
+
+statement ok
+set rw_streaming_over_window_cache_policy = recent_last_n;
+
+include ./generated/main.slt.part
 
 statement ok
 set rw_streaming_over_window_cache_policy = default;
diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index dba480e0f2c2b..42cbafc536e6e 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -265,7 +265,13 @@ def section_compaction(outer_panels):
                     [
                         panels.target(
                             f"avg({metric('storage_compact_task_pending_num')}) by({COMPONENT_LABEL}, {NODE_LABEL})",
-                            "compactor_task_split_count - {{%s}} @ {{%s}}"
+                            "compactor_task_count - {{%s}} @ {{%s}}"
+                            % (COMPONENT_LABEL, NODE_LABEL),
+                        ),
+
+                        panels.target(
+                            f"avg({metric('storage_compact_task_pending_parallelism')}) by({COMPONENT_LABEL}, {NODE_LABEL})",
+                            "compactor_task_pending_parallelism - {{%s}} @ {{%s}}"
                             % (COMPONENT_LABEL, NODE_LABEL),
                         ),
                     ],
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index 0aad036152b28..1db138e79999f 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":"Mapping from actor id to fragment 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instance)","refId":"StandardVariableQuery"},"refresh":2,"regex":"","skipUrlSync":false,"sort":6,"type":"query"},{"current":{"selected":false,"text":"All","value":"__all"},"definition":"label_values(process_cpu_seconds_total, job)","description":"Reporting job of the metric","hide":0,"includeAll":true,"label":"Job","multi":true,"name":"job","options":[],"query":{"query":"label_values(process_cpu_seconds_total, job)","refId":"StandardVariableQuery"},"refresh":2,"regex":"","skipUrlSync":false,"sort":6,"type":"query"}]},"time":{"from":"now-30m","to":"now"},"timepicker":{"hidden":false,"refresh_intervals":["5s","10s","30s","1m","5m","15m","30m","1h","2h","1d"],"time_options":["5m","15m","1h","6h","12h","24h","2d","7d","30d"]},"timezone":"browser","title":"risingwave_dashboard","uid":"Fcy3uV1nz","version":0}
diff --git a/proto/hummock.proto b/proto/hummock.proto
index 63e85eed015aa..ccbfef42278f1 100644
--- a/proto/hummock.proto
+++ b/proto/hummock.proto
@@ -285,7 +285,7 @@ message CompactTask {
     PENDING = 1;
     SUCCESS = 2;
     HEARTBEAT_CANCELED = 3;
-    NO_AVAIL_RESOURCE_CANCELED = 4;
+    NO_AVAIL_MEMORY_RESOURCE_CANCELED = 4;
     ASSIGN_FAIL_CANCELED = 5;
     SEND_FAIL_CANCELED = 6;
     MANUAL_CANCELED = 7;
@@ -294,6 +294,7 @@ message CompactTask {
     EXECUTE_FAILED = 10;
     JOIN_HANDLE_FAILED = 11;
     TRACK_SST_OBJECT_ID_FAILED = 12;
+    NO_AVAIL_CPU_RESOURCE_CANCELED = 13;
   }
   // SSTs to be compacted, which will be removed from LSM after compaction
   repeated InputLevel input_ssts = 1;
diff --git a/src/batch/src/executor/mod.rs b/src/batch/src/executor/mod.rs
index 4e8d2138549eb..3b0298643484a 100644
--- a/src/batch/src/executor/mod.rs
+++ b/src/batch/src/executor/mod.rs
@@ -78,7 +78,7 @@ pub use update::*;
 pub use utils::*;
 pub use values::*;
 
-use self::test_utils::{BlockExecutorBuidler, BusyLoopExecutorBuidler};
+use self::test_utils::{BlockExecutorBuilder, BusyLoopExecutorBuilder};
 use crate::error::Result;
 use crate::executor::sys_row_seq_scan::SysRowSeqScanExecutorBuilder;
 use crate::task::{BatchTaskContext, ShutdownToken, TaskId};
@@ -235,8 +235,8 @@ impl<'a, C: BatchTaskContext> ExecutorBuilder<'a, C> {
             NodeBody::SortOverWindow => SortOverWindowExecutor,
             NodeBody::MaxOneRow => MaxOneRowExecutor,
             // Follow NodeBody only used for test
-            NodeBody::BlockExecutor => BlockExecutorBuidler,
-            NodeBody::BusyLoopExecutor => BusyLoopExecutorBuidler,
+            NodeBody::BlockExecutor => BlockExecutorBuilder,
+            NodeBody::BusyLoopExecutor => BusyLoopExecutorBuilder,
         }
         .await?;
 
diff --git a/src/batch/src/executor/test_utils.rs b/src/batch/src/executor/test_utils.rs
index 0bb998b1b99e1..41444d1498875 100644
--- a/src/batch/src/executor/test_utils.rs
+++ b/src/batch/src/executor/test_utils.rs
@@ -337,10 +337,10 @@ impl LookupExecutorBuilder for FakeInnerSideExecutorBuilder {
     }
 }
 
-pub struct BlockExecutorBuidler {}
+pub struct BlockExecutorBuilder {}
 
 #[async_trait::async_trait]
-impl BoxedExecutorBuilder for BlockExecutorBuidler {
+impl BoxedExecutorBuilder for BlockExecutorBuilder {
     async fn new_boxed_executor<C: BatchTaskContext>(
         _source: &ExecutorBuilder<'_, C>,
         _inputs: Vec<BoxedExecutor>,
@@ -374,10 +374,10 @@ impl BlockExecutor {
     }
 }
 
-pub struct BusyLoopExecutorBuidler {}
+pub struct BusyLoopExecutorBuilder {}
 
 #[async_trait::async_trait]
-impl BoxedExecutorBuilder for BusyLoopExecutorBuidler {
+impl BoxedExecutorBuilder for BusyLoopExecutorBuilder {
     async fn new_boxed_executor<C: BatchTaskContext>(
         _source: &ExecutorBuilder<'_, C>,
         _inputs: Vec<BoxedExecutor>,
diff --git a/src/batch/src/executor/update.rs b/src/batch/src/executor/update.rs
index 5717abacc0de5..e75fca228e1e7 100644
--- a/src/batch/src/executor/update.rs
+++ b/src/batch/src/executor/update.rs
@@ -32,7 +32,7 @@ use crate::executor::{
 };
 use crate::task::BatchTaskContext;
 
-/// [`UpdateExecutor`] implements table updation with values from its child executor and given
+/// [`UpdateExecutor`] implements table update with values from its child executor and given
 /// expressions.
 // Note: multiple `UPDATE`s in a single epoch, or concurrent `UPDATE`s may lead to conflicting
 // records. This is validated and filtered on the first `Materialize`.
diff --git a/src/common/proc_macro/src/lib.rs b/src/common/proc_macro/src/lib.rs
index 61f7573a0b730..77807f8291ff2 100644
--- a/src/common/proc_macro/src/lib.rs
+++ b/src/common/proc_macro/src/lib.rs
@@ -72,7 +72,7 @@ pub fn derive_estimate_size(input: TokenStream) -> TokenStream {
     // that we can manipulate
     let ast: syn::DeriveInput = syn::parse(input).unwrap();
 
-    // The name of the sruct.
+    // The name of the struct.
     let name = &ast.ident;
 
     // Extract all generics we shall ignore.
diff --git a/src/common/src/config.rs b/src/common/src/config.rs
index 9fe5d3047c5ce..8bad7818a69b2 100644
--- a/src/common/src/config.rs
+++ b/src/common/src/config.rs
@@ -1118,7 +1118,7 @@ pub mod default {
         }
 
         pub fn compactor_max_task_multiplier() -> f32 {
-            1.5000
+            2.5000
         }
 
         pub fn compactor_memory_available_proportion() -> f64 {
diff --git a/src/compute/src/server.rs b/src/compute/src/server.rs
index 5f500f0ad919e..299e87adecf3e 100644
--- a/src/compute/src/server.rs
+++ b/src/compute/src/server.rs
@@ -206,17 +206,26 @@ pub async fn compute_node_serve(
             let memory_limiter = Arc::new(MemoryLimiter::new(
                 storage_opts.compactor_memory_limit_mb as u64 * 1024 * 1024 / 2,
             ));
+
+            let compaction_executor = Arc::new(CompactionExecutor::new(Some(1)));
+            let max_task_parallelism = Arc::new(AtomicU32::new(
+                (compaction_executor.worker_num() as f32
+                    * storage_opts.compactor_max_task_multiplier)
+                    .ceil() as u32,
+            ));
+
             let compactor_context = CompactorContext {
                 storage_opts,
                 sstable_store: storage.sstable_store(),
                 compactor_metrics: compactor_metrics.clone(),
                 is_share_buffer_compact: false,
-                compaction_executor: Arc::new(CompactionExecutor::new(Some(1))),
+                compaction_executor,
                 memory_limiter,
 
                 task_progress_manager: Default::default(),
                 await_tree_reg: None,
-                running_task_count: Arc::new(AtomicU32::new(0)),
+                running_task_parallelism: Arc::new(AtomicU32::new(0)),
+                max_task_parallelism,
             };
 
             let (handle, shutdown_sender) = start_compactor(
diff --git a/src/config/example.toml b/src/config/example.toml
index 16ca17c3d6413..867bb530c4b4c 100644
--- a/src/config/example.toml
+++ b/src/config/example.toml
@@ -99,7 +99,7 @@ imm_merge_threshold = 4
 write_conflict_detection_enabled = true
 disable_remote_compactor = false
 share_buffer_upload_concurrency = 8
-compactor_max_task_multiplier = 1.5
+compactor_max_task_multiplier = 2.5
 compactor_memory_available_proportion = 0.8
 sstable_id_remote_fetch_number = 10
 min_sst_size_for_streaming_upload = 33554432
diff --git a/src/connector/src/sink/doris.rs b/src/connector/src/sink/doris.rs
index a14bc99b9e209..dbe87b4cb51ca 100644
--- a/src/connector/src/sink/doris.rs
+++ b/src/connector/src/sink/doris.rs
@@ -229,7 +229,7 @@ pub struct DorisSinkWriter {
     pub config: DorisConfig,
     schema: Schema,
     pk_indices: Vec<usize>,
-    inseter_inner_builder: InserterInnerBuilder,
+    inserter_inner_builder: InserterInnerBuilder,
     is_append_only: bool,
     client: Option<DorisClient>,
     row_encoder: JsonEncoder,
@@ -290,7 +290,7 @@ impl DorisSinkWriter {
             config,
             schema: schema.clone(),
             pk_indices,
-            inseter_inner_builder: doris_insert_builder,
+            inserter_inner_builder: doris_insert_builder,
             is_append_only,
             client: None,
             row_encoder: JsonEncoder::new_with_doris(
@@ -379,7 +379,7 @@ impl DorisSinkWriter {
 impl SinkWriter for DorisSinkWriter {
     async fn write_batch(&mut self, chunk: StreamChunk) -> Result<()> {
         if self.client.is_none() {
-            self.client = Some(DorisClient::new(self.inseter_inner_builder.build().await?));
+            self.client = Some(DorisClient::new(self.inserter_inner_builder.build().await?));
         }
         if self.is_append_only {
             self.append_only(chunk).await
diff --git a/src/connector/src/sink/remote.rs b/src/connector/src/sink/remote.rs
index 00c8e742d9780..f76b685f96c17 100644
--- a/src/connector/src/sink/remote.rs
+++ b/src/connector/src/sink/remote.rs
@@ -18,7 +18,7 @@ use std::ops::Deref;
 use std::pin::pin;
 use std::time::Instant;
 
-use anyhow::anyhow;
+use anyhow::{anyhow, Context};
 use async_trait::async_trait;
 use futures::future::select;
 use futures::{StreamExt, TryStreamExt};
@@ -149,11 +149,12 @@ impl<R: RemoteSinkTrait> Sink for RemoteSink<R> {
     }
 
     async fn validate(&self) -> Result<()> {
-        validate_remote_sink(&self.param).await
+        validate_remote_sink(&self.param).await?;
+        Ok(())
     }
 }
 
-async fn validate_remote_sink(param: &SinkParam) -> Result<()> {
+async fn validate_remote_sink(param: &SinkParam) -> anyhow::Result<()> {
     // FIXME: support struct and array in stream sink
     param.columns.iter().map(|col| {
         if matches!(
@@ -189,43 +190,36 @@ async fn validate_remote_sink(param: &SinkParam) -> Result<()> {
     let sink_param = param.to_proto();
 
     spawn_blocking(move || {
-        let mut env = jvm
-            .attach_current_thread()
-            .map_err(|err| SinkError::Internal(err.into()))?;
+        let mut env = jvm.attach_current_thread()?;
         let validate_sink_request = ValidateSinkRequest {
             sink_param: Some(sink_param),
         };
-        let validate_sink_request_bytes = env
-            .byte_array_from_slice(&Message::encode_to_vec(&validate_sink_request))
-            .map_err(|err| SinkError::Internal(err.into()))?;
+        let validate_sink_request_bytes =
+            env.byte_array_from_slice(&Message::encode_to_vec(&validate_sink_request))?;
 
         let validate_sink_response_bytes = call_static_method!(
             env,
             {com.risingwave.connector.JniSinkValidationHandler},
             {byte[] validate(byte[] validateSourceRequestBytes)},
             &validate_sink_request_bytes
-        )
-        .map_err(|err| SinkError::Internal(err.into()))?;
+        )?;
 
         let validate_sink_response: ValidateSinkResponse = Message::decode(
-            risingwave_jni_core::to_guarded_slice(&validate_sink_response_bytes, &mut env)
-                .map_err(|err| SinkError::Internal(err.into()))?
-                .deref(),
-        )
-        .map_err(|err| SinkError::Internal(err.into()))?;
+            risingwave_jni_core::to_guarded_slice(&validate_sink_response_bytes, &mut env)?.deref(),
+        )?;
 
         validate_sink_response.error.map_or_else(
             || Ok(()), // If there is no error message, return Ok here.
             |err| {
-                Err(SinkError::Remote(anyhow!(format!(
+                Err(anyhow!(format!(
                     "sink cannot pass validation: {}",
                     err.error_message
-                ))))
+                )))
             },
         )
     })
     .await
-    .map_err(|e| anyhow!("unable to validate: {:?}", e))?
+    .context("JoinHandle returns error")?
 }
 
 pub struct RemoteLogSinker {
@@ -457,7 +451,8 @@ impl<R: RemoteSinkTrait> Sink for CoordinatedRemoteSink<R> {
     const SINK_NAME: &'static str = R::SINK_NAME;
 
     async fn validate(&self) -> Result<()> {
-        validate_remote_sink(&self.param).await
+        validate_remote_sink(&self.param).await?;
+        Ok(())
     }
 
     async fn new_log_sinker(&self, writer_param: SinkWriterParam) -> Result<Self::LogSinker> {
@@ -632,7 +627,9 @@ struct EmbeddedConnectorClient {
 
 impl EmbeddedConnectorClient {
     fn new() -> Result<Self> {
-        let jvm = JVM.get_or_init()?;
+        let jvm = JVM
+            .get_or_init()
+            .context("failed to create EmbeddedConnectorClient")?;
         Ok(EmbeddedConnectorClient { jvm })
     }
 
diff --git a/src/connector/src/source/cdc/source/reader.rs b/src/connector/src/source/cdc/source/reader.rs
index cbc39ee76290b..938ce36223bec 100644
--- a/src/connector/src/source/cdc/source/reader.rs
+++ b/src/connector/src/source/cdc/source/reader.rs
@@ -91,9 +91,7 @@ impl<T: CdcSourceTypeTrait> SplitReader for CdcSplitReader<T> {
         let source_type = conn_props.get_source_type_pb();
         let (mut tx, mut rx) = mpsc::channel(DEFAULT_CHANNEL_SIZE);
 
-        let jvm = JVM
-            .get_or_init()
-            .map_err(|e| anyhow!("jvm not initialized properly: {:?}", e))?;
+        let jvm = JVM.get_or_init()?;
 
         let get_event_stream_request = GetEventStreamRequest {
             source_id,
diff --git a/src/ctl/src/cmd_impl/meta/cluster_info.rs b/src/ctl/src/cmd_impl/meta/cluster_info.rs
index 8350fa46fc639..7d38fe8f3ae4e 100644
--- a/src/ctl/src/cmd_impl/meta/cluster_info.rs
+++ b/src/ctl/src/cmd_impl/meta/cluster_info.rs
@@ -48,25 +48,30 @@ pub async fn source_split_info(context: &CtlContext) -> anyhow::Result<()> {
         println!("Table #{}", table_fragment.table_id);
 
         for fragment in table_fragment.fragments.values() {
-            if fragment.fragment_type_mask & FragmentTypeFlag::Source as u32 == 0 {
+            let fragment_type_mask = fragment.fragment_type_mask;
+            if fragment_type_mask & FragmentTypeFlag::Source as u32 == 0
+                || fragment_type_mask & FragmentTypeFlag::Dml as u32 != 0
+            {
+                // skip dummy source for dml fragment
                 continue;
             }
 
             println!("\tFragment #{}", fragment.fragment_id);
             for actor in &fragment.actors {
-                let ConnectorSplits { splits } = actor_splits.remove(&actor.actor_id).unwrap();
-                let splits = splits
-                    .iter()
-                    .map(|split| SplitImpl::try_from(split).unwrap())
-                    .map(|split| split.id())
-                    .collect_vec();
-
-                println!(
-                    "\t\tActor #{:<3} ({}): [{}]",
-                    actor.actor_id,
-                    splits.len(),
-                    splits.join(",")
-                );
+                if let Some(ConnectorSplits { splits }) = actor_splits.remove(&actor.actor_id) {
+                    let splits = splits
+                        .iter()
+                        .map(|split| SplitImpl::try_from(split).unwrap())
+                        .map(|split| split.id())
+                        .collect_vec();
+
+                    println!(
+                        "\t\tActor #{:<3} ({}): [{}]",
+                        actor.actor_id,
+                        splits.len(),
+                        splits.join(",")
+                    );
+                }
             }
         }
     }
diff --git a/src/ctl/src/lib.rs b/src/ctl/src/lib.rs
index 97636cffea216..004b36302cf3b 100644
--- a/src/ctl/src/lib.rs
+++ b/src/ctl/src/lib.rs
@@ -290,21 +290,21 @@ enum TableCommands {
 
 #[derive(clap::Args, Debug, Clone)]
 pub struct ScaleHorizonCommands {
-    /// The worker that needs to be excluded during scheduling, worker_id and worker_host are both
+    /// The worker that needs to be excluded during scheduling, worker_id and worker_host:worker_port are both
     /// supported
     #[clap(
         long,
         value_delimiter = ',',
-        value_name = "worker_id or worker_host, ..."
+        value_name = "worker_id or worker_host:worker_port, ..."
     )]
     exclude_workers: Option<Vec<String>>,
 
-    /// The worker that needs to be included during scheduling, worker_id and worker_host are both
+    /// The worker that needs to be included during scheduling, worker_id and worker_host:worker_port are both
     /// supported
     #[clap(
         long,
         value_delimiter = ',',
-        value_name = "all or worker_id or worker_host, ..."
+        value_name = "all or worker_id or worker_host:worker_port, ..."
     )]
     include_workers: Option<Vec<String>>,
 
@@ -344,13 +344,13 @@ pub struct ScaleVerticalCommands {
     #[command(flatten)]
     common: ScaleCommon,
 
-    /// The worker that needs to be scheduled, worker_id and worker_host are both
+    /// The worker that needs to be scheduled, worker_id and worker_host:worker_port are both
     /// supported
     #[clap(
         long,
         required = true,
         value_delimiter = ',',
-        value_name = "all or worker_id or worker_host, ..."
+        value_name = "all or worker_id or worker_host:worker_port, ..."
     )]
     workers: Option<Vec<String>>,
 
@@ -465,12 +465,12 @@ enum MetaCommands {
 
     /// Unregister workers from the cluster
     UnregisterWorkers {
-        /// The workers that needs to be unregistered, worker_id and worker_host are both supported
+        /// The workers that needs to be unregistered, worker_id and worker_host:worker_port are both supported
         #[clap(
             long,
             required = true,
             value_delimiter = ',',
-            value_name = "worker_id or worker_host, ..."
+            value_name = "worker_id or worker_host:worker_port, ..."
         )]
         workers: Vec<String>,
 
diff --git a/src/frontend/src/catalog/system_catalog/mod.rs b/src/frontend/src/catalog/system_catalog/mod.rs
index 7406b0d9f03e1..c5bed6c98796c 100644
--- a/src/frontend/src/catalog/system_catalog/mod.rs
+++ b/src/frontend/src/catalog/system_catalog/mod.rs
@@ -439,6 +439,7 @@ prepare_sys_catalog! {
     { BuiltinCatalog::Table(&RW_RELATION_INFO), read_relation_info await },
     { BuiltinCatalog::Table(&RW_SYSTEM_TABLES), read_system_table_info },
     { BuiltinCatalog::View(&RW_RELATIONS) },
+    { BuiltinCatalog::View(&RW_STREAMING_PARALLELISM) },
     { BuiltinCatalog::Table(&RW_COLUMNS), read_rw_columns_info },
     { BuiltinCatalog::Table(&RW_TYPES), read_rw_types },
     { BuiltinCatalog::Table(&RW_HUMMOCK_PINNED_VERSIONS), read_hummock_pinned_versions await },
diff --git a/src/frontend/src/catalog/system_catalog/rw_catalog/mod.rs b/src/frontend/src/catalog/system_catalog/rw_catalog/mod.rs
index fd6120477fab2..977840444a6e6 100644
--- a/src/frontend/src/catalog/system_catalog/rw_catalog/mod.rs
+++ b/src/frontend/src/catalog/system_catalog/rw_catalog/mod.rs
@@ -40,6 +40,7 @@ mod rw_relations;
 mod rw_schemas;
 mod rw_sinks;
 mod rw_sources;
+mod rw_streaming_parallelism;
 mod rw_system_tables;
 mod rw_table_fragments;
 mod rw_table_stats;
@@ -78,6 +79,7 @@ pub use rw_relations::*;
 pub use rw_schemas::*;
 pub use rw_sinks::*;
 pub use rw_sources::*;
+pub use rw_streaming_parallelism::*;
 pub use rw_system_tables::*;
 pub use rw_table_fragments::*;
 pub use rw_table_stats::*;
diff --git a/src/frontend/src/catalog/system_catalog/rw_catalog/rw_streaming_parallelism.rs b/src/frontend/src/catalog/system_catalog/rw_catalog/rw_streaming_parallelism.rs
new file mode 100644
index 0000000000000..01cdb37bd15f4
--- /dev/null
+++ b/src/frontend/src/catalog/system_catalog/rw_catalog/rw_streaming_parallelism.rs
@@ -0,0 +1,82 @@
+// 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 2023 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::sync::LazyLock;
+
+use risingwave_common::catalog::RW_CATALOG_SCHEMA_NAME;
+use risingwave_common::types::DataType;
+
+use crate::catalog::system_catalog::{BuiltinView, SystemCatalogColumnsDef};
+
+pub static RW_STREAMING_PARALLELISM_COLUMNS: LazyLock<Vec<SystemCatalogColumnsDef<'_>>> =
+    LazyLock::new(|| {
+        vec![
+            (DataType::Int32, "id"),
+            (DataType::Varchar, "name"),
+            (DataType::Varchar, "relation_type"),
+            (DataType::Int32, "fragment_id"),
+            (DataType::Varchar, "distribution_type"),
+            (DataType::List(Box::new(DataType::Int32)), "state_table_ids"),
+            (
+                DataType::List(Box::new(DataType::Int32)),
+                "upstream_fragment_ids",
+            ),
+            (DataType::List(Box::new(DataType::Varchar)), "flags"),
+            (DataType::Int32, "parallelism"),
+        ]
+    });
+pub static RW_STREAMING_PARALLELISM: LazyLock<BuiltinView> = LazyLock::new(|| BuiltinView {
+    name: "rw_streaming_parallelism",
+    schema: RW_CATALOG_SCHEMA_NAME,
+    columns: &RW_STREAMING_PARALLELISM_COLUMNS,
+    sql: "WITH all_streaming_jobs AS ( \
+            SELECT id, name, 'table' as relation_type FROM rw_tables \
+            UNION ALL \
+            SELECT id, name, 'materialized view' as relation_type FROM rw_materialized_views \
+            UNION ALL \
+            SELECT id, name, 'sink' as relation_type FROM rw_sinks \
+            UNION ALL \
+            SELECT id, name, 'index' as relation_type FROM rw_indexes \
+        ) \
+        SELECT \
+            job.id, \
+            job.name, \
+            job.relation_type, \
+            f.fragment_id, \
+            f.distribution_type, \
+            f.state_table_ids, \
+            f.upstream_fragment_ids, \
+            f.flags, \
+            f.parallelism \
+        FROM all_streaming_jobs job \
+        INNER JOIN rw_fragments f ON job.id = f.table_id \
+        WHERE job.relation_type in ('table', 'materialized view', 'sink', 'index') \
+        ORDER BY job.id\
+        "
+    .to_string(),
+});
diff --git a/src/frontend/src/handler/alter_parallelism.rs b/src/frontend/src/handler/alter_parallelism.rs
index 9d485651892d9..c307c83bb077c 100644
--- a/src/frontend/src/handler/alter_parallelism.rs
+++ b/src/frontend/src/handler/alter_parallelism.rs
@@ -22,7 +22,10 @@ use risingwave_sqlparser::keywords::Keyword;
 
 use super::{HandlerArgs, RwPgResponse};
 use crate::catalog::root_catalog::SchemaPath;
+use crate::catalog::table_catalog::TableType;
+use crate::catalog::CatalogError;
 use crate::Binder;
+
 pub async fn handle_alter_parallelism(
     handler_args: HandlerArgs,
     obj_name: ObjectName,
@@ -41,9 +44,33 @@ pub async fn handle_alter_parallelism(
         let reader = session.env().catalog_reader().read_guard();
 
         match stmt_type {
-            StatementType::ALTER_TABLE | StatementType::ALTER_MATERIALIZED_VIEW => {
+            StatementType::ALTER_TABLE
+            | StatementType::ALTER_MATERIALIZED_VIEW
+            | StatementType::ALTER_INDEX => {
                 let (table, schema_name) =
                     reader.get_table_by_name(db_name, schema_path, &real_table_name)?;
+
+                match (table.table_type(), stmt_type) {
+                    (TableType::Internal, _) => {
+                        // we treat internal table as NOT FOUND
+                        return Err(
+                            CatalogError::NotFound("table", table.name().to_string()).into()
+                        );
+                    }
+                    (TableType::Table, StatementType::ALTER_TABLE)
+                    | (TableType::MaterializedView, StatementType::ALTER_MATERIALIZED_VIEW)
+                    | (TableType::Index, StatementType::ALTER_INDEX) => {}
+                    _ => {
+                        return Err(ErrorCode::InvalidInputSyntax(format!(
+                            "cannot alter parallelism of {} {} by {}",
+                            table.table_type().to_prost().as_str_name(),
+                            table.name(),
+                            stmt_type,
+                        ))
+                        .into());
+                    }
+                }
+
                 session.check_privilege_for_drop_alter(schema_name, &**table)?;
                 table.id.table_id()
             }
diff --git a/src/frontend/src/handler/mod.rs b/src/frontend/src/handler/mod.rs
index b2b96c80c2d0d..d2ec467df424f 100644
--- a/src/frontend/src/handler/mod.rs
+++ b/src/frontend/src/handler/mod.rs
@@ -528,6 +528,18 @@ pub async fn handle(
             name,
             operation: AlterIndexOperation::RenameIndex { index_name },
         } => alter_rename::handle_rename_index(handler_args, name, index_name).await,
+        Statement::AlterIndex {
+            name,
+            operation: AlterIndexOperation::SetParallelism { parallelism },
+        } => {
+            alter_parallelism::handle_alter_parallelism(
+                handler_args,
+                name,
+                parallelism,
+                StatementType::ALTER_INDEX,
+            )
+            .await
+        }
         Statement::AlterView {
             materialized,
             name,
diff --git a/src/jni_core/src/jvm_runtime.rs b/src/jni_core/src/jvm_runtime.rs
index 9f5b8117527a3..043b0f618968e 100644
--- a/src/jni_core/src/jvm_runtime.rs
+++ b/src/jni_core/src/jvm_runtime.rs
@@ -37,11 +37,14 @@ pub struct JavaVmWrapper;
 
 impl JavaVmWrapper {
     pub fn get_or_init(&self) -> anyhow::Result<&'static JavaVM> {
-        match JVM_RESULT.get_or_init(|| {
-            Self::inner_new().inspect_err(|e| error!("failed to init jvm: {:?}", e.as_report()))
-        }) {
+        match JVM_RESULT.get_or_init(Self::inner_new) {
             Ok(jvm) => Ok(jvm),
-            Err(e) => Err(anyhow!("jvm not initialized properly: {:?}", e)),
+            Err(e) => {
+                error!(error = %e.as_report(), "jvm not initialized properly");
+                // Note: anyhow!(e) doesn't preserve source
+                // https://github.com/dtolnay/anyhow/issues/341
+                Err(anyhow!(e.to_report_string()).context("jvm not initialized properly"))
+            }
         }
     }
 
diff --git a/src/meta/src/controller/catalog.rs b/src/meta/src/controller/catalog.rs
index bc37e17cb33df..d94a9cab006ae 100644
--- a/src/meta/src/controller/catalog.rs
+++ b/src/meta/src/controller/catalog.rs
@@ -643,7 +643,7 @@ impl CatalogController {
             let ret = src_manager.register_source(&pb_source).await;
             if let Err(e) = ret {
                 txn.rollback().await?;
-                return Err(e);
+                return Err(e.into());
             }
         }
         txn.commit().await?;
diff --git a/src/meta/src/hummock/manager/mod.rs b/src/meta/src/hummock/manager/mod.rs
index e37848a77ffd5..4ea7d7e8b98a6 100644
--- a/src/meta/src/hummock/manager/mod.rs
+++ b/src/meta/src/hummock/manager/mod.rs
@@ -248,7 +248,8 @@ pub static CANCEL_STATUS_SET: LazyLock<HashSet<TaskStatus>> = LazyLock::new(|| {
         TaskStatus::AssignFailCanceled,
         TaskStatus::HeartbeatCanceled,
         TaskStatus::InvalidGroupCanceled,
-        TaskStatus::NoAvailResourceCanceled,
+        TaskStatus::NoAvailMemoryResourceCanceled,
+        TaskStatus::NoAvailCpuResourceCanceled,
     ]
     .into_iter()
     .collect()
diff --git a/src/meta/src/rpc/ddl_controller.rs b/src/meta/src/rpc/ddl_controller.rs
index 123f239fcb0fa..72d0086ba2fac 100644
--- a/src/meta/src/rpc/ddl_controller.rs
+++ b/src/meta/src/rpc/ddl_controller.rs
@@ -18,7 +18,7 @@ use std::num::NonZeroUsize;
 use std::sync::Arc;
 use std::time::Duration;
 
-use anyhow::anyhow;
+use anyhow::Context;
 use itertools::Itertools;
 use rand::Rng;
 use risingwave_common::config::DefaultParallelism;
@@ -461,7 +461,7 @@ impl DdlController {
                     mgr.catalog_manager
                         .cancel_create_source_procedure(&source)
                         .await?;
-                    return Err(e);
+                    return Err(e.into());
                 }
 
                 mgr.catalog_manager
@@ -707,7 +707,9 @@ impl DdlController {
             // Do some type-specific work for each type of stream job.
             match stream_job {
                 StreamingJob::Table(None, ref table, TableJobType::SharedCdcSource) => {
-                    Self::validate_cdc_table(table, &table_fragments).await?;
+                    Self::validate_cdc_table(table, &table_fragments)
+                        .await
+                        .context("failed to validate CDC table")?;
                 }
                 StreamingJob::Table(Some(ref source), ..) => {
                     // Register the source on the connector node.
@@ -789,17 +791,18 @@ impl DdlController {
     pub(crate) async fn validate_cdc_table(
         table: &Table,
         table_fragments: &TableFragments,
-    ) -> MetaResult<()> {
+    ) -> anyhow::Result<()> {
         let stream_scan_fragment = table_fragments
             .fragments
             .values()
             .filter(|f| f.fragment_type_mask & FragmentTypeFlag::StreamScan as u32 != 0)
             .exactly_one()
-            .map_err(|err| {
-                anyhow!(format!(
-                    "expect exactly one stream scan fragment, got {}",
-                    err
-                ))
+            .ok()
+            .with_context(|| {
+                format!(
+                    "expect exactly one stream scan fragment, got: {:?}",
+                    table_fragments.fragments
+                )
             })?;
 
         async fn new_enumerator_for_validate<P: SourceProperties>(
diff --git a/src/meta/src/stream/scale.rs b/src/meta/src/stream/scale.rs
index d4792c0ba8e2c..376d8ad69e59b 100644
--- a/src/meta/src/stream/scale.rs
+++ b/src/meta/src/stream/scale.rs
@@ -1654,7 +1654,7 @@ impl ScaleController {
 
         for worker_id in &worker_ids {
             if unschedulable_worker_ids.contains(worker_id) {
-                bail!("Cannot include unscheduable worker {}", worker_id)
+                bail!("Cannot include unschedulable worker {}", worker_id)
             }
         }
 
diff --git a/src/meta/src/stream/sink.rs b/src/meta/src/stream/sink.rs
index 7011022dafa64..6b91c52c85f43 100644
--- a/src/meta/src/stream/sink.rs
+++ b/src/meta/src/stream/sink.rs
@@ -12,6 +12,7 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use anyhow::Context;
 use risingwave_connector::dispatch_sink;
 use risingwave_connector::sink::catalog::SinkCatalog;
 use risingwave_connector::sink::{build_sink, Sink, SinkParam};
@@ -25,5 +26,9 @@ pub async fn validate_sink(prost_sink_catalog: &PbSink) -> MetaResult<()> {
 
     let sink = build_sink(param)?;
 
-    dispatch_sink!(sink, sink, Ok(sink.validate().await?))
+    dispatch_sink!(
+        sink,
+        sink,
+        Ok(sink.validate().await.context("failed to validate sink")?)
+    )
 }
diff --git a/src/meta/src/stream/source_manager.rs b/src/meta/src/stream/source_manager.rs
index b5a1286804408..0a749eaf98cb0 100644
--- a/src/meta/src/stream/source_manager.rs
+++ b/src/meta/src/stream/source_manager.rs
@@ -20,7 +20,7 @@ use std::ops::Deref;
 use std::sync::Arc;
 use std::time::Duration;
 
-use anyhow::anyhow;
+use anyhow::{anyhow, Context};
 use risingwave_common::catalog::TableId;
 use risingwave_common::metrics::LabelGuardedIntGauge;
 use risingwave_connector::dispatch_source_prop;
@@ -80,12 +80,12 @@ struct ConnectorSourceWorker<P: SourceProperties> {
     source_is_up: LabelGuardedIntGauge<2>,
 }
 
-fn extract_prop_from_existing_source(source: &Source) -> MetaResult<ConnectorProperties> {
+fn extract_prop_from_existing_source(source: &Source) -> anyhow::Result<ConnectorProperties> {
     let mut properties = ConnectorProperties::extract(source.with_properties.clone(), false)?;
     properties.init_from_pb_source(source);
     Ok(properties)
 }
-fn extract_prop_from_new_source(source: &Source) -> MetaResult<ConnectorProperties> {
+fn extract_prop_from_new_source(source: &Source) -> anyhow::Result<ConnectorProperties> {
     let mut properties = ConnectorProperties::extract(source.with_properties.clone(), true)?;
     properties.init_from_pb_source(source);
     Ok(properties)
@@ -95,7 +95,7 @@ const DEFAULT_SOURCE_WORKER_TICK_INTERVAL: Duration = Duration::from_secs(30);
 
 impl<P: SourceProperties> ConnectorSourceWorker<P> {
     /// Recreate the `SplitEnumerator` to establish a new connection to the external source service.
-    async fn refresh(&mut self) -> MetaResult<()> {
+    async fn refresh(&mut self) -> anyhow::Result<()> {
         let enumerator = P::SplitEnumerator::new(
             self.connector_properties.clone(),
             Arc::new(SourceEnumeratorContext {
@@ -106,7 +106,8 @@ impl<P: SourceProperties> ConnectorSourceWorker<P> {
                 connector_client: self.connector_client.clone(),
             }),
         )
-        .await?;
+        .await
+        .context("failed to create SplitEnumerator")?;
         self.enumerator = enumerator;
         self.fail_cnt = 0;
         tracing::info!("refreshed source enumerator: {}", self.source_name);
@@ -122,7 +123,7 @@ impl<P: SourceProperties> ConnectorSourceWorker<P> {
         period: Duration,
         splits: Arc<Mutex<SharedSplitMap>>,
         metrics: Arc<MetaMetrics>,
-    ) -> MetaResult<Self> {
+    ) -> anyhow::Result<Self> {
         let enumerator = P::SplitEnumerator::new(
             connector_properties.clone(),
             Arc::new(SourceEnumeratorContext {
@@ -133,7 +134,8 @@ impl<P: SourceProperties> ConnectorSourceWorker<P> {
                 connector_client: connector_client.clone(),
             }),
         )
-        .await?;
+        .await
+        .context("failed to create SplitEnumerator")?;
 
         let source_is_up = metrics
             .source_is_up
@@ -719,7 +721,7 @@ impl SourceManager {
     }
 
     /// register connector worker for source.
-    pub async fn register_source(&self, source: &Source) -> MetaResult<()> {
+    pub async fn register_source(&self, source: &Source) -> anyhow::Result<()> {
         let mut core = self.core.lock().await;
         if core.managed_sources.contains_key(&source.get_id()) {
             tracing::warn!("source {} already registered", source.get_id());
@@ -730,7 +732,8 @@ impl SourceManager {
                 &mut core.managed_sources,
                 self.metrics.clone(),
             )
-            .await?;
+            .await
+            .context("failed to create source worker")?;
         }
         Ok(())
     }
@@ -812,7 +815,7 @@ impl SourceManager {
         source: &Source,
         managed_sources: &mut HashMap<SourceId, ConnectorSourceWorkerHandle>,
         metrics: Arc<MetaMetrics>,
-    ) -> MetaResult<()> {
+    ) -> anyhow::Result<()> {
         tracing::info!("spawning new watcher for source {}", source.id);
 
         let splits = Arc::new(Mutex::new(SharedSplitMap { splits: None }));
diff --git a/src/sqlparser/src/ast/ddl.rs b/src/sqlparser/src/ast/ddl.rs
index 65c72b04841d5..2c49a5654658c 100644
--- a/src/sqlparser/src/ast/ddl.rs
+++ b/src/sqlparser/src/ast/ddl.rs
@@ -92,7 +92,13 @@ pub enum AlterTableOperation {
 #[cfg_attr(feature = "serde", derive(Serialize, Deserialize))]
 #[cfg_attr(feature = "visitor", derive(Visit, VisitMut))]
 pub enum AlterIndexOperation {
-    RenameIndex { index_name: ObjectName },
+    RenameIndex {
+        index_name: ObjectName,
+    },
+    /// `SET PARALLELISM TO <parallelism>`
+    SetParallelism {
+        parallelism: SetVariableValue,
+    },
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Hash)]
@@ -251,6 +257,9 @@ impl fmt::Display for AlterIndexOperation {
             AlterIndexOperation::RenameIndex { index_name } => {
                 write!(f, "RENAME TO {index_name}")
             }
+            AlterIndexOperation::SetParallelism { parallelism } => {
+                write!(f, "SET PARALLELISM TO {}", parallelism)
+            }
         }
     }
 }
diff --git a/src/sqlparser/src/parser.rs b/src/sqlparser/src/parser.rs
index 483567bb0164d..59fedc43a398c 100644
--- a/src/sqlparser/src/parser.rs
+++ b/src/sqlparser/src/parser.rs
@@ -2960,7 +2960,7 @@ impl Parser {
 
                 AlterTableOperation::SetParallelism { parallelism: value }
             } else {
-                return self.expected("SCHEMA after SET", self.peek_token());
+                return self.expected("SCHEMA/PARALLELISM after SET", self.peek_token());
             }
         } else if self.parse_keyword(Keyword::DROP) {
             let _ = self.parse_keyword(Keyword::COLUMN);
@@ -3024,6 +3024,23 @@ impl Parser {
             } else {
                 return self.expected("TO after RENAME", self.peek_token());
             }
+        } else if self.parse_keyword(Keyword::SET) {
+            if self.parse_keyword(Keyword::PARALLELISM) {
+                if self.expect_keyword(Keyword::TO).is_err()
+                    && self.expect_token(&Token::Eq).is_err()
+                {
+                    return self.expected(
+                        "TO or = after ALTER TABLE SET PARALLELISM",
+                        self.peek_token(),
+                    );
+                }
+
+                let value = self.parse_set_variable()?;
+
+                AlterIndexOperation::SetParallelism { parallelism: value }
+            } else {
+                return self.expected("PARALLELISM after SET", self.peek_token());
+            }
         } else {
             return self.expected("RENAME after ALTER INDEX", self.peek_token());
         };
diff --git a/src/storage/compactor/src/server.rs b/src/storage/compactor/src/server.rs
index 4cfdb3ce9396b..756c6ae2a95c0 100644
--- a/src/storage/compactor/src/server.rs
+++ b/src/storage/compactor/src/server.rs
@@ -237,19 +237,27 @@ pub async fn compactor_serve(
     let filter_key_extractor_manager = FilterKeyExtractorManager::RpcFilterKeyExtractorManager(
         filter_key_extractor_manager.clone(),
     );
+
+    let compaction_executor = Arc::new(CompactionExecutor::new(
+        opts.compaction_worker_threads_number,
+    ));
+    let max_task_parallelism = Arc::new(AtomicU32::new(
+        (compaction_executor.worker_num() as f32 * storage_opts.compactor_max_task_multiplier)
+            .ceil() as u32,
+    ));
+
     let compactor_context = CompactorContext {
         storage_opts,
         sstable_store: sstable_store.clone(),
         compactor_metrics,
         is_share_buffer_compact: false,
-        compaction_executor: Arc::new(CompactionExecutor::new(
-            opts.compaction_worker_threads_number,
-        )),
+        compaction_executor,
         memory_limiter,
 
         task_progress_manager: Default::default(),
         await_tree_reg: await_tree_reg.clone(),
-        running_task_count: Arc::new(AtomicU32::new(0)),
+        running_task_parallelism: Arc::new(AtomicU32::new(0)),
+        max_task_parallelism,
     };
     let mut sub_tasks = vec![
         MetaClient::start_heartbeat_loop(
@@ -366,18 +374,24 @@ pub async fn shared_compactor_serve(
     heap_profiler.start();
 
     let (shutdown_send, mut shutdown_recv) = tokio::sync::oneshot::channel();
+    let compaction_executor = Arc::new(CompactionExecutor::new(
+        opts.compaction_worker_threads_number,
+    ));
+    let max_task_parallelism = Arc::new(AtomicU32::new(
+        (compaction_executor.worker_num() as f32 * storage_opts.compactor_max_task_multiplier)
+            .ceil() as u32,
+    ));
     let compactor_context = CompactorContext {
         storage_opts,
         sstable_store,
         compactor_metrics,
         is_share_buffer_compact: false,
-        compaction_executor: Arc::new(CompactionExecutor::new(
-            opts.compaction_worker_threads_number,
-        )),
+        compaction_executor,
         memory_limiter,
         task_progress_manager: Default::default(),
         await_tree_reg,
-        running_task_count: Arc::new(AtomicU32::new(0)),
+        running_task_parallelism: Arc::new(AtomicU32::new(0)),
+        max_task_parallelism,
     };
     let join_handle = tokio::spawn(async move {
         tonic::transport::Server::builder()
diff --git a/src/storage/hummock_test/src/compactor_tests.rs b/src/storage/hummock_test/src/compactor_tests.rs
index a80d4e3dac568..1a32053f544db 100644
--- a/src/storage/hummock_test/src/compactor_tests.rs
+++ b/src/storage/hummock_test/src/compactor_tests.rs
@@ -188,6 +188,12 @@ pub(crate) mod tests {
         storage_opts: Arc<StorageOpts>,
         sstable_store: SstableStoreRef,
     ) -> CompactorContext {
+        let compaction_executor = Arc::new(CompactionExecutor::new(Some(1)));
+        let max_task_parallelism = Arc::new(AtomicU32::new(
+            (compaction_executor.worker_num() as f32 * storage_opts.compactor_max_task_multiplier)
+                .ceil() as u32,
+        ));
+
         CompactorContext {
             storage_opts,
             sstable_store,
@@ -197,7 +203,8 @@ pub(crate) mod tests {
             memory_limiter: MemoryLimiter::unlimit(),
             task_progress_manager: Default::default(),
             await_tree_reg: None,
-            running_task_count: Arc::new(AtomicU32::new(0)),
+            running_task_parallelism: Arc::new(AtomicU32::new(0)),
+            max_task_parallelism,
         }
     }
 
diff --git a/src/storage/src/hummock/compactor/compactor_runner.rs b/src/storage/src/hummock/compactor/compactor_runner.rs
index bba004f1d9778..5ab12a64e1f66 100644
--- a/src/storage/src/hummock/compactor/compactor_runner.rs
+++ b/src/storage/src/hummock/compactor/compactor_runner.rs
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 use std::collections::{HashMap, HashSet};
+use std::sync::atomic::Ordering;
 use std::sync::Arc;
 
 use await_tree::InstrumentAwait;
@@ -394,6 +395,7 @@ pub async fn compact(
         && delete_key_count * 100
             < context.storage_opts.compactor_fast_max_compact_delete_ratio as u64 * total_key_count
         && compact_task.task_type() == TaskType::Dynamic;
+
     if !optimize_by_copy_block {
         match generate_splits(&sstable_infos, compaction_size, context.clone()).await {
             Ok(splits) => {
@@ -412,6 +414,27 @@ pub async fn compact(
     // Number of splits (key ranges) is equal to number of compaction tasks
     let parallelism = compact_task.splits.len();
     assert_ne!(parallelism, 0, "splits cannot be empty");
+    if !context.acquire_task_quota(parallelism as u32) {
+        tracing::warn!(
+            "Not enough core parallelism to serve the task {} task_parallelism {} running_task_parallelism {} max_task_parallelism {}",
+            compact_task.task_id,
+            parallelism,
+            context.running_task_parallelism.load(Ordering::Relaxed),
+            context.max_task_parallelism.load(Ordering::Relaxed),
+        );
+        return compact_done(
+            compact_task,
+            context.clone(),
+            vec![],
+            TaskStatus::NoAvailCpuResourceCanceled,
+        );
+    }
+
+    let _release_quota_guard =
+        scopeguard::guard((parallelism, context.clone()), |(parallelism, context)| {
+            context.release_task_quota(parallelism as u32);
+        });
+
     let mut output_ssts = Vec::with_capacity(parallelism);
     let mut compaction_futures = vec![];
     let mut abort_handles = vec![];
@@ -460,11 +483,24 @@ pub async fn compact(
                 context.memory_limiter.get_memory_usage(),
                 context.memory_limiter.quota()
             );
-        task_status = TaskStatus::NoAvailResourceCanceled;
+        task_status = TaskStatus::NoAvailMemoryResourceCanceled;
         return compact_done(compact_task, context.clone(), output_ssts, task_status);
     }
 
     context.compactor_metrics.compact_task_pending_num.inc();
+    context
+        .compactor_metrics
+        .compact_task_pending_parallelism
+        .add(parallelism as _);
+    let _release_metrics_guard =
+        scopeguard::guard((parallelism, context.clone()), |(parallelism, context)| {
+            context.compactor_metrics.compact_task_pending_num.dec();
+            context
+                .compactor_metrics
+                .compact_task_pending_parallelism
+                .sub(parallelism as _);
+        });
+
     if optimize_by_copy_block {
         let runner = fast_compactor_runner::CompactorRunner::new(
             context.clone(),
@@ -497,7 +533,6 @@ pub async fn compact(
             }
         }
 
-        context.compactor_metrics.compact_task_pending_num.dec();
         // After a compaction is done, mutate the compaction task.
         let (compact_task, table_stats) =
             compact_done(compact_task, context.clone(), output_ssts, task_status);
@@ -602,7 +637,6 @@ pub async fn compact(
         cost_time,
         compact_task_to_string(&compact_task)
     );
-    context.compactor_metrics.compact_task_pending_num.dec();
     for level in &compact_task.input_ssts {
         for table in &level.table_infos {
             context.sstable_store.delete_cache(table.get_object_id());
diff --git a/src/storage/src/hummock/compactor/context.rs b/src/storage/src/hummock/compactor/context.rs
index f6580c0a26439..9a55d08aacb61 100644
--- a/src/storage/src/hummock/compactor/context.rs
+++ b/src/storage/src/hummock/compactor/context.rs
@@ -12,9 +12,10 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
-use std::sync::atomic::AtomicU32;
+use std::sync::atomic::{AtomicU32, Ordering};
 use std::sync::Arc;
 
+use more_asserts::assert_ge;
 use parking_lot::RwLock;
 
 use super::task_progress::TaskProgressManagerRef;
@@ -47,7 +48,9 @@ pub struct CompactorContext {
 
     pub await_tree_reg: Option<Arc<RwLock<await_tree::Registry<String>>>>,
 
-    pub running_task_count: Arc<AtomicU32>,
+    pub running_task_parallelism: Arc<AtomicU32>,
+
+    pub max_task_parallelism: Arc<AtomicU32>,
 }
 
 impl CompactorContext {
@@ -75,7 +78,56 @@ impl CompactorContext {
             memory_limiter: MemoryLimiter::unlimit(),
             task_progress_manager: Default::default(),
             await_tree_reg: None,
-            running_task_count: Arc::new(AtomicU32::new(0)),
+            running_task_parallelism: Arc::new(AtomicU32::new(0)),
+            max_task_parallelism: Arc::new(AtomicU32::new(u32::MAX)),
+        }
+    }
+
+    pub fn acquire_task_quota(&self, parallelism: u32) -> bool {
+        let mut running_u32 = self.running_task_parallelism.load(Ordering::SeqCst);
+        let max_u32 = self.max_task_parallelism.load(Ordering::SeqCst);
+
+        while parallelism + running_u32 <= max_u32 {
+            match self.running_task_parallelism.compare_exchange(
+                running_u32,
+                running_u32 + parallelism,
+                Ordering::SeqCst,
+                Ordering::SeqCst,
+            ) {
+                Ok(_) => {
+                    return true;
+                }
+                Err(old_running_u32) => {
+                    running_u32 = old_running_u32;
+                }
+            }
+        }
+
+        false
+    }
+
+    pub fn release_task_quota(&self, parallelism: u32) {
+        let prev = self
+            .running_task_parallelism
+            .fetch_sub(parallelism, Ordering::SeqCst);
+
+        assert_ge!(
+            prev,
+            parallelism,
+            "running {} parallelism {}",
+            prev,
+            parallelism
+        );
+    }
+
+    pub fn get_free_quota(&self) -> u32 {
+        let running_u32 = self.running_task_parallelism.load(Ordering::SeqCst);
+        let max_u32 = self.max_task_parallelism.load(Ordering::SeqCst);
+
+        if max_u32 > running_u32 {
+            max_u32 - running_u32
+        } else {
+            0
         }
     }
 }
diff --git a/src/storage/src/hummock/compactor/mod.rs b/src/storage/src/hummock/compactor/mod.rs
index 09039def7d910..a663c7c3819a6 100644
--- a/src/storage/src/hummock/compactor/mod.rs
+++ b/src/storage/src/hummock/compactor/mod.rs
@@ -303,17 +303,19 @@ pub fn start_compactor(
     let stream_retry_interval = Duration::from_secs(30);
     let task_progress = compactor_context.task_progress_manager.clone();
     let periodic_event_update_interval = Duration::from_millis(1000);
-    let cpu_core_num = compactor_context.compaction_executor.worker_num() as u32;
-    let running_task_count = compactor_context.running_task_count.clone();
     let pull_task_ack = Arc::new(AtomicBool::new(true));
+    const MAX_PULL_TASK_COUNT: u32 = 4;
+    let max_pull_task_count = std::cmp::min(
+        compactor_context
+            .max_task_parallelism
+            .load(Ordering::SeqCst),
+        MAX_PULL_TASK_COUNT,
+    );
 
     assert_ge!(
         compactor_context.storage_opts.compactor_max_task_multiplier,
         0.0
     );
-    let max_pull_task_count = (cpu_core_num as f32
-        * compactor_context.storage_opts.compactor_max_task_multiplier)
-        .ceil() as u32;
 
     let join_handle = tokio::spawn(async move {
         let shutdown_map = CompactionShutdownMap::default();
@@ -367,7 +369,6 @@ pub fn start_compactor(
                     event_loop_iteration_now = Instant::now();
                 }
 
-                let running_task_count = running_task_count.clone();
                 let pull_task_ack = pull_task_ack.clone();
                 let request_sender = request_sender.clone();
                 let event: Option<Result<SubscribeCompactionEventResponse, _>> = tokio::select! {
@@ -393,11 +394,8 @@ pub fn start_compactor(
 
                         let mut pending_pull_task_count = 0;
                         if pull_task_ack.load(Ordering::SeqCst) {
-                            // reset pending_pull_task_count when all pending task had been refill
-                            pending_pull_task_count = {
-                                assert_ge!(max_pull_task_count, running_task_count.load(Ordering::SeqCst));
-                                max_pull_task_count - running_task_count.load(Ordering::SeqCst)
-                            };
+                            // TODO: Compute parallelism on meta side
+                            pending_pull_task_count = compactor_context.get_free_quota().max(max_pull_task_count);
 
                             if pending_pull_task_count > 0 {
                                 if let Err(e) = request_sender.send(SubscribeCompactionEventRequest {
@@ -422,7 +420,7 @@ pub fn start_compactor(
                         }
 
                         tracing::info!(
-                            running_task_count = %running_task_count.load(Ordering::Relaxed),
+                            running_parallelism_count = %compactor_context.running_task_parallelism.load(Ordering::Relaxed),
                             pull_task_ack = %pull_task_ack.load(Ordering::Relaxed),
                             pending_pull_task_count = %pending_pull_task_count
                         );
@@ -461,10 +459,8 @@ pub fn start_compactor(
                         let sstable_object_id_manager = sstable_object_id_manager.clone();
                         let filter_key_extractor_manager = filter_key_extractor_manager.clone();
                         executor.spawn(async move {
-                                let running_task_count = running_task_count.clone();
                                 match event {
                                     ResponseEvent::CompactTask(compact_task)  => {
-                                        running_task_count.fetch_add(1, Ordering::SeqCst);
                                         let (tx, rx) = tokio::sync::oneshot::channel();
                                         let task_id = compact_task.task_id;
                                         shutdown.lock().unwrap().insert(task_id, tx);
@@ -483,13 +479,11 @@ pub fn start_compactor(
                                             Err(err) => {
                                                 tracing::warn!("Failed to track pending SST object id. {:#?}", err);
                                                 let mut compact_task = compact_task;
-                                                // return TaskStatus::TrackSstObjectIdFailed;
                                                 compact_task.set_task_status(TaskStatus::TrackSstObjectIdFailed);
                                                 (compact_task, HashMap::default())
                                             }
                                         };
                                         shutdown.lock().unwrap().remove(&task_id);
-                                        running_task_count.fetch_sub(1, Ordering::SeqCst);
 
                                         if let Err(e) = request_sender.send(SubscribeCompactionEventRequest {
                                             event: Some(RequestEvent::ReportTask(
@@ -658,7 +652,6 @@ pub fn start_shared_compactor(
                             SharedComapctorObjectIdManager::new(output_object_ids_deque, cloned_grpc_proxy_client.clone(), context.storage_opts.sstable_id_remote_fetch_number);
                             match dispatch_task.unwrap() {
                                 dispatch_compaction_task_request::Task::CompactTask(compact_task) => {
-                                    context.running_task_count.fetch_add(1, Ordering::SeqCst);
                                     let (tx, rx) = tokio::sync::oneshot::channel();
                                     let task_id = compact_task.task_id;
                                     shutdown.lock().unwrap().insert(task_id, tx);
@@ -672,7 +665,6 @@ pub fn start_shared_compactor(
                                     )
                                     .await;
                                     shutdown.lock().unwrap().remove(&task_id);
-                                    context.running_task_count.fetch_sub(1, Ordering::SeqCst);
                                     let report_compaction_task_request = ReportCompactionTaskRequest {
                                         event: Some(ReportCompactionTaskEvent::ReportTask(ReportSharedTask {
                                             compact_task: Some(compact_task),
diff --git a/src/storage/src/hummock/sstable/block.rs b/src/storage/src/hummock/sstable/block.rs
index bc038acbce7ca..d21869f8ba09d 100644
--- a/src/storage/src/hummock/sstable/block.rs
+++ b/src/storage/src/hummock/sstable/block.rs
@@ -133,7 +133,7 @@ pub struct RestartPoint {
 
 impl RestartPoint {
     fn size_of() -> usize {
-        // store key_len_type and value_len_type in u8 related to `BlockBuidler::build`
+        // store key_len_type and value_len_type in u8 related to `BlockBuilder::build`
         // encoding_value = (key_len_type << 4) | value_len_type
         std::mem::size_of::<u32>() + std::mem::size_of::<LenType>()
     }
diff --git a/src/storage/src/monitor/compactor_metrics.rs b/src/storage/src/monitor/compactor_metrics.rs
index 7354edb6202fc..6c1d651ceddf3 100644
--- a/src/storage/src/monitor/compactor_metrics.rs
+++ b/src/storage/src/monitor/compactor_metrics.rs
@@ -36,6 +36,7 @@ pub struct CompactorMetrics {
     pub compact_sst_duration: Histogram,
     pub compact_task_duration: HistogramVec,
     pub compact_task_pending_num: IntGauge,
+    pub compact_task_pending_parallelism: IntGauge,
     pub write_build_l0_sst_duration: Histogram,
     pub shared_buffer_to_sstable_size: Histogram,
     pub get_table_id_total_time_duration: Histogram,
@@ -154,6 +155,13 @@ impl CompactorMetrics {
 
         let compact_task_pending_num = register_int_gauge_with_registry!(
             "storage_compact_task_pending_num",
+            "the num of storage compact task",
+            registry
+        )
+        .unwrap();
+
+        let compact_task_pending_parallelism = register_int_gauge_with_registry!(
+            "storage_compact_task_pending_parallelism",
             "the num of storage compact parallelism",
             registry
         )
@@ -255,6 +263,7 @@ impl CompactorMetrics {
             compact_sst_duration,
             compact_task_duration,
             compact_task_pending_num,
+            compact_task_pending_parallelism,
             write_build_l0_sst_duration,
             shared_buffer_to_sstable_size,
             get_table_id_total_time_duration,
diff --git a/src/stream/src/executor/mview/materialize.rs b/src/stream/src/executor/mview/materialize.rs
index 4cf6a9c1b2353..aa4262ae78f5a 100644
--- a/src/stream/src/executor/mview/materialize.rs
+++ b/src/stream/src/executor/mview/materialize.rs
@@ -588,10 +588,15 @@ impl<SD: ValueRowSerde> MaterializeCache<SD> {
 #[cfg(test)]
 mod tests {
 
+    use std::iter;
     use std::sync::atomic::AtomicU64;
 
     use futures::stream::StreamExt;
-    use risingwave_common::array::stream_chunk::StreamChunkTestExt;
+    use rand::rngs::SmallRng;
+    use rand::{Rng, RngCore, SeedableRng};
+    use risingwave_common::array::stream_chunk::{StreamChunkMut, StreamChunkTestExt};
+    use risingwave_common::array::stream_chunk_builder::StreamChunkBuilder;
+    use risingwave_common::array::Op;
     use risingwave_common::catalog::{ColumnDesc, ConflictBehavior, Field, Schema, TableId};
     use risingwave_common::row::OwnedRow;
     use risingwave_common::types::DataType;
@@ -600,6 +605,7 @@ mod tests {
     use risingwave_storage::memory::MemoryStateStore;
     use risingwave_storage::table::batch_table::storage_table::StorageTable;
 
+    use crate::executor::test_utils::prelude::StateTable;
     use crate::executor::test_utils::*;
     use crate::executor::*;
 
@@ -1434,4 +1440,109 @@ mod tests {
             _ => unreachable!(),
         }
     }
+
+    fn gen_fuzz_data(row_number: usize, chunk_size: usize) -> Vec<StreamChunk> {
+        const KN: u32 = 4;
+        const SEED: u64 = 998244353;
+        let mut ret = vec![];
+        let mut builder =
+            StreamChunkBuilder::new(chunk_size, vec![DataType::Int32, DataType::Int32]);
+        let mut rng = SmallRng::seed_from_u64(SEED);
+
+        let random_vis = |c: StreamChunk, rng: &mut SmallRng| -> StreamChunk {
+            let len = c.data_chunk().capacity();
+            let mut c = StreamChunkMut::from(c);
+            for i in 0..len {
+                c.set_vis(i, rng.gen_bool(0.5));
+            }
+            c.into()
+        };
+        for _ in 0..row_number {
+            let k = (rng.next_u32() % KN) as i32;
+            let v = rng.next_u32() as i32;
+            let op = if rng.gen_bool(0.5) {
+                Op::Insert
+            } else {
+                Op::Delete
+            };
+            if let Some(c) =
+                builder.append_row(op, OwnedRow::new(vec![Some(k.into()), Some(v.into())]))
+            {
+                ret.push(random_vis(c, &mut rng));
+            }
+        }
+        if let Some(c) = builder.take() {
+            ret.push(random_vis(c, &mut rng));
+        }
+        ret
+    }
+
+    async fn fuzz_test_stream_consistent_inner(conflict_behavior: ConflictBehavior) {
+        const N: usize = 100000;
+
+        // Prepare storage and memtable.
+        let memory_state_store = MemoryStateStore::new();
+        let table_id = TableId::new(1);
+        // Two columns of int32 type, the first column is PK.
+        let schema = Schema::new(vec![
+            Field::unnamed(DataType::Int32),
+            Field::unnamed(DataType::Int32),
+        ]);
+        let column_ids = vec![0.into(), 1.into()];
+
+        let chunks = gen_fuzz_data(N, 128);
+        let messages = iter::once(Message::Barrier(Barrier::new_test_barrier(1)))
+            .chain(chunks.into_iter().map(Message::Chunk))
+            .chain(iter::once(Message::Barrier(Barrier::new_test_barrier(2))))
+            .collect();
+        // Prepare stream executors.
+        let source = MockSource::with_messages(schema.clone(), PkIndices::new(), messages);
+
+        let mut materialize_executor = Box::new(
+            MaterializeExecutor::for_test(
+                Box::new(source),
+                memory_state_store.clone(),
+                table_id,
+                vec![ColumnOrder::new(0, OrderType::ascending())],
+                column_ids,
+                1,
+                Arc::new(AtomicU64::new(0)),
+                conflict_behavior,
+            )
+            .await,
+        )
+        .execute();
+        materialize_executor.expect_barrier().await;
+
+        let order_types = vec![OrderType::ascending()];
+        let column_descs = vec![
+            ColumnDesc::unnamed(0.into(), DataType::Int32),
+            ColumnDesc::unnamed(1.into(), DataType::Int32),
+        ];
+        let pk_indices = vec![0];
+
+        let mut table = StateTable::new_without_distribution(
+            memory_state_store.clone(),
+            TableId::from(1002),
+            column_descs.clone(),
+            order_types,
+            pk_indices,
+        )
+        .await;
+
+        while let Message::Chunk(c) = materialize_executor.next().await.unwrap().unwrap() {
+            // check with state table's memtable
+            table.write_chunk(c);
+        }
+    }
+
+    #[tokio::test]
+    async fn fuzz_test_stream_consistent_upsert() {
+        fuzz_test_stream_consistent_inner(ConflictBehavior::Overwrite).await
+    }
+
+    #[tokio::test]
+    async fn fuzz_test_stream_consistent_ignore() {
+        fuzz_test_stream_consistent_inner(ConflictBehavior::IgnoreConflict).await
+    }
 }
diff --git a/src/stream/src/executor/over_window/general.rs b/src/stream/src/executor/over_window/general.rs
index b40fcd218b4cf..4c37e31f4e1d7 100644
--- a/src/stream/src/executor/over_window/general.rs
+++ b/src/stream/src/executor/over_window/general.rs
@@ -657,6 +657,7 @@ impl<S: StateStore> OverWindowExecutor<S> {
                             this.state_table.update_vnode_bitmap(vnode_bitmap);
                         if cache_may_stale {
                             vars.cached_partitions.clear();
+                            vars.recently_accessed_ranges.clear();
                         }
                     }
 
diff --git a/src/stream/src/executor/over_window/over_partition.rs b/src/stream/src/executor/over_window/over_partition.rs
index 5f9336d9c685c..3a1b91380f78c 100644
--- a/src/stream/src/executor/over_window/over_partition.rs
+++ b/src/stream/src/executor/over_window/over_partition.rs
@@ -506,10 +506,9 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
                 .await;
         }
 
-        // get the first and last keys again, now we are guaranteed to have at least a normal key
-        let cache_real_first_key = self.cache_real_first_key().unwrap();
-        let cache_real_last_key = self.cache_real_last_key().unwrap();
-
+        let cache_real_first_key = self
+            .cache_real_first_key()
+            .expect("cache real len is not 0");
         if self.cache_left_is_sentinel() && *range.start() < cache_real_first_key {
             // extend leftward only if there's smallest sentinel
             let table_sub_range = (
@@ -524,11 +523,11 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
                 table_sub_range=?table_sub_range,
                 "loading the left half of given range"
             );
-            return self
-                .extend_cache_by_range_inner(table, table_sub_range)
-                .await;
+            self.extend_cache_by_range_inner(table, table_sub_range)
+                .await?;
         }
 
+        let cache_real_last_key = self.cache_real_last_key().expect("cache real len is not 0");
         if self.cache_right_is_sentinel() && *range.end() > cache_real_last_key {
             // extend rightward only if there's largest sentinel
             let table_sub_range = (
@@ -543,9 +542,8 @@ impl<'a, S: StateStore> OverPartition<'a, S> {
                 table_sub_range=?table_sub_range,
                 "loading the right half of given range"
             );
-            return self
-                .extend_cache_by_range_inner(table, table_sub_range)
-                .await;
+            self.extend_cache_by_range_inner(table, table_sub_range)
+                .await?;
         }
 
         // TODO(rc): Uncomment the following to enable prefetching rows before the start of the
diff --git a/src/stream/src/executor/row_id_gen.rs b/src/stream/src/executor/row_id_gen.rs
index 317a8d256106d..3bd6c0aca2167 100644
--- a/src/stream/src/executor/row_id_gen.rs
+++ b/src/stream/src/executor/row_id_gen.rs
@@ -65,15 +65,26 @@ impl RowIdGenExecutor {
     }
 
     /// Generate a row ID column according to ops.
-    fn gen_row_id_column_by_op(&mut self, column: &ArrayRef, ops: Ops<'_>) -> ArrayRef {
+    fn gen_row_id_column_by_op(
+        &mut self,
+        column: &ArrayRef,
+        ops: Ops<'_>,
+        vis: &Bitmap,
+    ) -> ArrayRef {
         let len = column.len();
         let mut builder = SerialArrayBuilder::new(len);
 
-        for (datum, op) in column.iter().zip_eq_fast(ops) {
+        for ((datum, op), vis) in column.iter().zip_eq_fast(ops).zip_eq_fast(vis.iter()) {
             // Only refill row_id for insert operation.
             match op {
                 Op::Insert => builder.append(Some(self.row_id_generator.next().into())),
-                _ => builder.append(Some(Serial::try_from(datum.unwrap()).unwrap())),
+                _ => {
+                    if vis {
+                        builder.append(Some(Serial::try_from(datum.unwrap()).unwrap()))
+                    } else {
+                        builder.append(None)
+                    }
+                }
             }
         }
 
@@ -97,7 +108,7 @@ impl RowIdGenExecutor {
                     // For chunk message, we fill the row id column and then yield it.
                     let (ops, mut columns, bitmap) = chunk.into_inner();
                     columns[self.row_id_index] =
-                        self.gen_row_id_column_by_op(&columns[self.row_id_index], &ops);
+                        self.gen_row_id_column_by_op(&columns[self.row_id_index], &ops, &bitmap);
                     yield Message::Chunk(StreamChunk::with_visibility(ops, columns, bitmap));
                 }
                 Message::Barrier(barrier) => {
diff --git a/src/tests/compaction_test/src/delete_range_runner.rs b/src/tests/compaction_test/src/delete_range_runner.rs
index ccf28bf21bd28..2a4c6341106ec 100644
--- a/src/tests/compaction_test/src/delete_range_runner.rs
+++ b/src/tests/compaction_test/src/delete_range_runner.rs
@@ -591,6 +591,12 @@ fn run_compactor_thread(
 ) {
     let filter_key_extractor_manager =
         FilterKeyExtractorManager::RpcFilterKeyExtractorManager(filter_key_extractor_manager);
+
+    let compaction_executor = Arc::new(CompactionExecutor::new(Some(1)));
+    let max_task_parallelism = Arc::new(AtomicU32::new(
+        (compaction_executor.worker_num() as f32 * storage_opts.compactor_max_task_multiplier)
+            .ceil() as u32,
+    ));
     let compactor_context = CompactorContext {
         storage_opts,
         sstable_store,
@@ -601,7 +607,8 @@ fn run_compactor_thread(
         memory_limiter: MemoryLimiter::unlimit(),
         task_progress_manager: Default::default(),
         await_tree_reg: None,
-        running_task_count: Arc::new(AtomicU32::new(0)),
+        running_task_parallelism: Arc::new(AtomicU32::new(0)),
+        max_task_parallelism,
     };
 
     start_compactor(