diff --git a/docker/dashboards/risingwave-dev-dashboard.json b/docker/dashboards/risingwave-dev-dashboard.json
index 0ca7142657562..fdae016d816b9 100644
--- a/docker/dashboards/risingwave-dev-dashboard.json
+++ b/docker/dashboards/risingwave-dev-dashboard.json
@@ -1 +1 @@
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diff --git a/docker/dashboards/risingwave-user-dashboard.json b/docker/dashboards/risingwave-user-dashboard.json
index 5fbc9681be606..38faf028efc9d 100644
--- a/docker/dashboards/risingwave-user-dashboard.json
+++ b/docker/dashboards/risingwave-user-dashboard.json
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@ {{sink_id}}","metric":"","query":"rate(connector_sink_rows_received{job=~\"$job\",instance=~\"$node\"}[$__rate_interval])","refId":"","step":10,"target":""}],"timeFrom":null,"timeShift":null,"title":"Connector Sink Throughput(rows)","transformations":[],"transparent":false,"type":"timeseries"}],"repeat":null,"repeatDirection":null,"span":null,"targets":[],"timeFrom":null,"timeShift":null,"title":"Connector Node","transformations":[],"transparent":false,"type":"row"}],"refresh":"","rows":[],"schemaVersion":12,"sharedCrosshair":true,"style":"dark","tags":["risingwave"],"templating":{"list":[{"current":{"selected":false,"text":"All","value":"__all"},"definition":"label_values(process_cpu_seconds_total, instance)","description":"Reporting instance of the metric","hide":0,"includeAll":true,"label":"Node","multi":true,"name":"node","options":[],"query":{"query":"label_values(process_cpu_seconds_total, 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,"nowDelay":null,"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/e2e_test/streaming/aggregate/count_star.slt b/e2e_test/streaming/aggregate/count_star.slt
index 134a850930eae..2bc6c88c96fd1 100644
--- a/e2e_test/streaming/aggregate/count_star.slt
+++ b/e2e_test/streaming/aggregate/count_star.slt
@@ -1,3 +1,6 @@
+statement ok
+SET RW_IMPLICIT_FLUSH TO true;
+
 statement ok
 create table t (v int);
 
@@ -7,9 +10,6 @@ insert into t values (114), (514);
 statement ok
 create materialized view mv as select * from t;
 
-statement ok
-flush;
-
 query I
 select count(*) from t;
 ----
diff --git a/grafana/risingwave-dev-dashboard.dashboard.py b/grafana/risingwave-dev-dashboard.dashboard.py
index 34f58d2458764..4fbd6a04881b4 100644
--- a/grafana/risingwave-dev-dashboard.dashboard.py
+++ b/grafana/risingwave-dev-dashboard.dashboard.py
@@ -31,14 +31,29 @@ def section_actor_info(outer_panels):
                 panels.table_info(
                     "Actor Info",
                     "Information about actors",
-                    [panels.table_target(f"group({metric('actor_info')}) by (actor_id, fragment_id, compute_node)")],
+                    [
+                        panels.table_target(
+                            f"group({metric('actor_info')}) by (actor_id, fragment_id, compute_node)"
+                        )
+                    ],
                     ["actor_id", "fragment_id", "compute_node"],
                 ),
                 panels.table_info(
                     "State Table Info",
                     "Information about state tables. Column `materialized_view_id` is the id of the materialized view that this state table belongs to.",
-                    [panels.table_target(f"group({metric('table_info')}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)")],
-                    ["table_id", "table_name", "table_type", "materialized_view_id", "fragment_id", "compaction_group_id"],
+                    [
+                        panels.table_target(
+                            f"group({metric('table_info')}) by (table_id, table_name, table_type, materialized_view_id, fragment_id, compaction_group_id)"
+                        )
+                    ],
+                    [
+                        "table_id",
+                        "table_name",
+                        "table_type",
+                        "materialized_view_id",
+                        "fragment_id",
+                        "compaction_group_id",
+                    ],
                 ),
             ],
         )
@@ -267,7 +282,6 @@ def section_compaction(outer_panels):
                             "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}}"
@@ -1643,7 +1657,7 @@ def section_streaming_exchange(outer_panels):
                     [
                         panels.target(
                             f"rate({metric('stream_exchange_frag_send_size')}[$__rate_interval])",
-                            "{{up_fragment_id}}->{{down_fragment_id}}",
+                            "fragment {{up_fragment_id}} -> fragment {{down_fragment_id}}",
                         ),
                     ],
                 ),
@@ -1653,7 +1667,27 @@ def section_streaming_exchange(outer_panels):
                     [
                         panels.target(
                             f"rate({metric('stream_exchange_frag_recv_size')}[$__rate_interval])",
-                            "{{up_fragment_id}}->{{down_fragment_id}}",
+                            "fragment {{up_fragment_id}} -> fragment {{down_fragment_id}}",
+                        ),
+                    ],
+                ),
+                panels.timeseries_bytes(
+                    "Fragment-level Local Exchange Memory Size",
+                    "",
+                    [
+                        panels.target(
+                            f"{metric('stream_exchange_memory_size')}",
+                            "fragment {{up_fragment_id}} -> fragment {{down_fragment_id}}",
+                        ),
+                    ],
+                ),
+                panels.timeseries_count(
+                    "Fragment-level Local Exchange Number of Rows",
+                    "",
+                    [
+                        panels.target(
+                            f"{metric('stream_exchange_num_rows')}",
+                            "fragment {{up_fragment_id}} -> fragment {{down_fragment_id}}",
                         ),
                     ],
                 ),
@@ -2239,20 +2273,23 @@ def section_hummock_write(outer_panels):
                             lambda quantile, legend: panels.target(
                                 f"histogram_quantile({quantile}, sum(rate({metric('state_store_sync_duration_bucket')}[$__rate_interval])) by (le, {COMPONENT_LABEL}, {NODE_LABEL}))",
                                 f"p{legend}"
-                                + " Sync duration - {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
+                                + " Sync duration - {{%s}} @ {{%s}}"
+                                % (COMPONENT_LABEL, NODE_LABEL),
                             ),
                             [50, 99, "max"],
                         ),
                         panels.target(
                             f"sum by(le, {COMPONENT_LABEL}, {NODE_LABEL}) (rate({metric('state_store_sync_duration_sum')}[$__rate_interval])) / sum by(le, {COMPONENT_LABEL}, {NODE_LABEL}) (rate({metric('state_store_sync_duration_count')}[$__rate_interval]))",
-                            "avg Sync duration - {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
+                            "avg Sync duration - {{%s}} @ {{%s}}"
+                            % (COMPONENT_LABEL, NODE_LABEL),
                         ),
                         *quantile(
                             lambda quantile, legend: panels.target(
                                 f"histogram_quantile({quantile}, sum(rate({metric('state_store_uploader_upload_task_latency_bucket')}[$__rate_interval])) by (le, {COMPONENT_LABEL}, {NODE_LABEL}))",
                                 f"p{legend}"
-                                + " upload task duration - {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
-                                ),
+                                + " upload task duration - {{%s}} @ {{%s}}"
+                                % (COMPONENT_LABEL, NODE_LABEL),
+                            ),
                             [50, 99, "max"],
                         ),
                     ],
@@ -2292,7 +2329,7 @@ def section_hummock_write(outer_panels):
                             f"sum({metric('state_store_uploader_syncing_epoch_count')}) by ({COMPONENT_LABEL}, {NODE_LABEL})",
                             "syncing epoch count - {{%s}} @ {{%s}}"
                             % (COMPONENT_LABEL, NODE_LABEL),
-                            ),
+                        ),
                     ],
                 ),
                 panels.timeseries_bytes(
@@ -2436,8 +2473,7 @@ def section_hummock_write(outer_panels):
                     [
                         panels.target(
                             f"sum({metric('state_store_event_handler_pending_event')}) by ({COMPONENT_LABEL}, {NODE_LABEL})",
-                            "{{%s}} @ {{%s}}"
-                            % (COMPONENT_LABEL, NODE_LABEL),
+                            "{{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
                         ),
                     ],
                 ),
@@ -2449,16 +2485,18 @@ def section_hummock_write(outer_panels):
                             lambda quantile, legend: panels.target(
                                 f"histogram_quantile({quantile}, sum(rate({metric('state_store_event_handler_latency_bucket')}[$__rate_interval])) by (le, event_type, {COMPONENT_LABEL}, {NODE_LABEL}))",
                                 f"p{legend}"
-                                + " {{event_type}} {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
-                                ),
+                                + " {{event_type}} {{%s}} @ {{%s}}"
+                                % (COMPONENT_LABEL, NODE_LABEL),
+                            ),
                             [50, 99, "max"],
                         ),
                         *quantile(
                             lambda quantile, legend: panels.target(
                                 f"histogram_quantile({quantile}, sum(rate({metric('state_store_uploader_wait_poll_latency_bucket')}[$__rate_interval])) by (le, {COMPONENT_LABEL}, {NODE_LABEL}))",
                                 f"p{legend}"
-                                + " finished_task_wait_poll {{%s}} @ {{%s}}" % (COMPONENT_LABEL, NODE_LABEL),
-                                ),
+                                + " finished_task_wait_poll {{%s}} @ {{%s}}"
+                                % (COMPONENT_LABEL, NODE_LABEL),
+                            ),
                             [50, 99, "max"],
                         ),
                     ],
@@ -2553,8 +2591,7 @@ def section_hummock_tiered_cache(outer_panels):
                     [
                         panels.target(
                             f"sum(rate({metric('refill_bytes')}[$__rate_interval])) by (foyer, op, {NODE_LABEL})",
-                            "{{type}} file cache - {{op}} @ {{%s}}"
-                            % NODE_LABEL,
+                            "{{type}} file cache - {{op}} @ {{%s}}" % NODE_LABEL,
                         ),
                     ],
                 ),
@@ -2640,8 +2677,7 @@ def section_hummock_tiered_cache(outer_panels):
                     [
                         panels.target(
                             f"sum(rate({metric('refill_total', inheritance_parent_lookup_filter)}[$__rate_interval])) by (op, {NODE_LABEL})",
-                            "parent meta lookup {{op}} @ {{%s}}"
-                            % NODE_LABEL,
+                            "parent meta lookup {{op}} @ {{%s}}" % NODE_LABEL,
                         ),
                     ],
                 ),
@@ -2661,8 +2697,7 @@ def section_hummock_tiered_cache(outer_panels):
                     [
                         panels.target(
                             f"sum(rate({metric('refill_total', unit_inheritance_filter)}[$__rate_interval])) by (op, {NODE_LABEL})",
-                            "unit inheritance {{op}} @ {{%s}}"
-                            % NODE_LABEL,
+                            "unit inheritance {{op}} @ {{%s}}" % NODE_LABEL,
                         ),
                     ],
                 ),
@@ -2682,8 +2717,7 @@ def section_hummock_tiered_cache(outer_panels):
                     [
                         panels.target(
                             f"sum(rate({metric('refill_total', block_refill_filter)}[$__rate_interval])) by (op, {NODE_LABEL})",
-                            "block refill {{op}} @ {{%s}}"
-                            % NODE_LABEL,
+                            "block refill {{op}} @ {{%s}}" % NODE_LABEL,
                         ),
                     ],
                 ),
diff --git a/grafana/risingwave-dev-dashboard.json b/grafana/risingwave-dev-dashboard.json
index 0ca7142657562..fdae016d816b9 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,"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":"","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":"","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"}],"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":4,"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 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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":6,"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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One is the leader and the rest are the 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diff --git a/grafana/risingwave-user-dashboard.json b/grafana/risingwave-user-dashboard.json
index 5fbc9681be606..38faf028efc9d 100644
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diff --git a/proto/task_service.proto b/proto/task_service.proto
index 121d189c923df..b4adec1df355c 100644
--- a/proto/task_service.proto
+++ b/proto/task_service.proto
@@ -81,12 +81,12 @@ message GetDataRequest {
 
 // The structure for permit-based back-pressure.
 message Permits {
-  oneof value {
-    // The permits required for a chunk, i.e. the cardinality of the chunk.
-    uint32 record = 1;
-    // The permits required for a barrier, typically 1.
-    uint32 barrier = 2;
-  }
+  // The cardinality of the chunk.
+  uint32 records = 1;
+  // The total bytes of the chunk.
+  uint64 bytes = 3;
+  // The number of barriers, typically 1.
+  uint32 barriers = 2;
 }
 
 message GetStreamRequest {
diff --git a/src/common/src/config.rs b/src/common/src/config.rs
index 0868c785eedc4..4e8b63589cc8f 100644
--- a/src/common/src/config.rs
+++ b/src/common/src/config.rs
@@ -883,19 +883,17 @@ pub struct StreamingDeveloperConfig {
     #[serde(default = "default::developer::stream_chunk_size")]
     pub chunk_size: usize,
 
-    /// The initial permits that a channel holds, i.e., the maximum row count can be buffered in
-    /// the channel.
-    #[serde(default = "default::developer::stream_exchange_initial_permits")]
-    pub exchange_initial_permits: usize,
+    /// The maximum number of rows can be buffered in an exchange channel.
+    #[serde(default = "default::developer::stream_exchange_max_records")]
+    pub exchange_max_records: usize,
 
-    /// The permits that are batched to add back, for reducing the backward `AddPermits` messages
-    /// in remote exchange.
-    #[serde(default = "default::developer::stream_exchange_batched_permits")]
-    pub exchange_batched_permits: usize,
+    /// The maximum number of bytes can be buffered in an exchange channel.
+    #[serde(default = "default::developer::stream_exchange_max_bytes")]
+    pub exchange_max_bytes: usize,
 
-    /// The maximum number of concurrent barriers in an exchange channel.
-    #[serde(default = "default::developer::stream_exchange_concurrent_barriers")]
-    pub exchange_concurrent_barriers: usize,
+    /// The maximum number of barriers in an exchange channel.
+    #[serde(default = "default::developer::stream_exchange_max_barriers")]
+    pub exchange_max_barriers: usize,
 
     /// The concurrency for dispatching messages to different downstream jobs.
     ///
@@ -1534,15 +1532,15 @@ pub mod default {
             256
         }
 
-        pub fn stream_exchange_initial_permits() -> usize {
+        pub fn stream_exchange_max_records() -> usize {
             2048
         }
 
-        pub fn stream_exchange_batched_permits() -> usize {
-            256
+        pub fn stream_exchange_max_bytes() -> usize {
+            1024 * 1024 // 1MB
         }
 
-        pub fn stream_exchange_concurrent_barriers() -> usize {
+        pub fn stream_exchange_max_barriers() -> usize {
             1
         }
 
diff --git a/src/compute/src/rpc/service/exchange_service.rs b/src/compute/src/rpc/service/exchange_service.rs
index f44f6f7552bb3..0845166c9a5b9 100644
--- a/src/compute/src/rpc/service/exchange_service.rs
+++ b/src/compute/src/rpc/service/exchange_service.rs
@@ -21,7 +21,7 @@ use futures_async_stream::try_stream;
 use risingwave_batch::task::BatchManager;
 use risingwave_pb::task_service::exchange_service_server::ExchangeService;
 use risingwave_pb::task_service::{
-    permits, GetDataRequest, GetDataResponse, GetStreamRequest, GetStreamResponse, PbPermits,
+    GetDataRequest, GetDataResponse, GetStreamRequest, GetStreamResponse, PbPermits,
 };
 use risingwave_stream::executor::exchange::permit::{MessageWithPermits, Receiver};
 use risingwave_stream::executor::Message;
@@ -106,13 +106,16 @@ impl ExchangeService for ExchangeServiceImpl {
 
         let receiver = self
             .stream_mgr
-            .take_receiver((up_actor_id, down_actor_id))
+            .take_receiver(
+                (up_actor_id, down_actor_id),
+                (up_fragment_id, down_fragment_id),
+            )
             .await?;
 
         // Map the remaining stream to add-permits.
         let add_permits_stream = request_stream.map_ok(|req| match req.value.unwrap() {
             Value::Get(_) => unreachable!("the following messages must be `AddPermits`"),
-            Value::AddPermits(add_permits) => add_permits.value.unwrap(),
+            Value::AddPermits(add_permits) => add_permits,
         });
 
         Ok(Response::new(Self::get_stream_impl(
@@ -143,7 +146,7 @@ impl ExchangeServiceImpl {
         metrics: Arc<ExchangeServiceMetrics>,
         peer_addr: SocketAddr,
         mut receiver: Receiver,
-        add_permits_stream: impl Stream<Item = std::result::Result<permits::Value, tonic::Status>>,
+        add_permits_stream: impl Stream<Item = std::result::Result<PbPermits, tonic::Status>>,
         up_down_fragment_ids: (u32, u32),
     ) {
         tracing::debug!(target: "events::compute::exchange", peer_addr = %peer_addr, "serve stream exchange RPC");
@@ -181,7 +184,7 @@ impl ExchangeServiceImpl {
                     // forward the acquired permit to the downstream
                     let response = GetStreamResponse {
                         message: Some(proto),
-                        permits: Some(PbPermits { value: permits }),
+                        permits,
                     };
                     let bytes = Message::get_encoded_len(&response);
 
diff --git a/src/config/example.toml b/src/config/example.toml
index b8a1dcc27defc..e44ff28cd7900 100644
--- a/src/config/example.toml
+++ b/src/config/example.toml
@@ -98,9 +98,9 @@ stream_enable_executor_row_count = false
 stream_connector_message_buffer_size = 16
 stream_unsafe_extreme_cache_size = 10
 stream_chunk_size = 256
-stream_exchange_initial_permits = 2048
-stream_exchange_batched_permits = 256
-stream_exchange_concurrent_barriers = 1
+stream_exchange_max_records = 2048
+stream_exchange_max_bytes = 1048576
+stream_exchange_max_barriers = 1
 stream_exchange_concurrent_dispatchers = 0
 stream_dml_channel_initial_permits = 32768
 stream_hash_agg_max_dirty_groups_heap_size = 67108864
diff --git a/src/config/full-iceberg-bench.toml b/src/config/full-iceberg-bench.toml
index 8c7cae6cd090a..8f4e156d49ac8 100644
--- a/src/config/full-iceberg-bench.toml
+++ b/src/config/full-iceberg-bench.toml
@@ -71,9 +71,9 @@ stream_enable_executor_row_count = false
 stream_connector_message_buffer_size = 16
 stream_unsafe_extreme_cache_size = 10
 stream_chunk_size = 256
-stream_exchange_initial_permits = 2048
-stream_exchange_batched_permits = 256
-stream_exchange_concurrent_barriers = 1
+stream_exchange_max_records = 2048
+stream_exchange_max_bytes = 1048576
+stream_exchange_max_barriers = 1
 stream_dml_channel_initial_permits = 32768
 stream_hash_agg_max_dirty_groups_heap_size = 67108864
 
diff --git a/src/rpc_client/src/compute_client.rs b/src/rpc_client/src/compute_client.rs
index f908bb21aa3a2..720f192f25a87 100644
--- a/src/rpc_client/src/compute_client.rs
+++ b/src/rpc_client/src/compute_client.rs
@@ -36,9 +36,8 @@ use risingwave_pb::plan_common::ExprContext;
 use risingwave_pb::task_service::exchange_service_client::ExchangeServiceClient;
 use risingwave_pb::task_service::task_service_client::TaskServiceClient;
 use risingwave_pb::task_service::{
-    permits, CancelTaskRequest, CancelTaskResponse, CreateTaskRequest, ExecuteRequest,
-    GetDataRequest, GetDataResponse, GetStreamRequest, GetStreamResponse, PbPermits,
-    TaskInfoResponse,
+    CancelTaskRequest, CancelTaskResponse, CreateTaskRequest, ExecuteRequest, GetDataRequest,
+    GetDataResponse, GetStreamRequest, GetStreamResponse, PbPermits, TaskInfoResponse,
 };
 use tokio::sync::mpsc;
 use tokio_stream::wrappers::UnboundedReceiverStream;
@@ -111,7 +110,7 @@ impl ComputeClient {
         down_fragment_id: u32,
     ) -> Result<(
         Streaming<GetStreamResponse>,
-        mpsc::UnboundedSender<permits::Value>,
+        mpsc::UnboundedSender<PbPermits>,
     )> {
         use risingwave_pb::task_service::get_stream_request::*;
 
@@ -132,9 +131,7 @@ impl ComputeClient {
         .chain(
             // `AddPermits` as the followings.
             UnboundedReceiverStream::new(permits_rx).map(|permits| GetStreamRequest {
-                value: Some(Value::AddPermits(PbPermits {
-                    value: Some(permits),
-                })),
+                value: Some(Value::AddPermits(permits)),
             }),
         );
 
diff --git a/src/stream/src/executor/dispatch.rs b/src/stream/src/executor/dispatch.rs
index 28c5edd57ead8..10021b6fd5e5e 100644
--- a/src/stream/src/executor/dispatch.rs
+++ b/src/stream/src/executor/dispatch.rs
@@ -39,7 +39,7 @@ use super::{AddMutation, Executor, TroublemakerExecutor, UpdateMutation, Waterma
 use crate::error::StreamResult;
 use crate::executor::monitor::StreamingMetrics;
 use crate::executor::{Barrier, Message, Mutation, StreamConsumer};
-use crate::task::{ActorId, DispatcherId, SharedContext};
+use crate::task::{ActorId, DispatcherId, FragmentId, SharedContext};
 
 /// [`DispatchExecutor`] consumes messages and send them into downstream actors. Usually,
 /// data chunks will be dispatched with some specified policy, while control message
@@ -100,6 +100,7 @@ impl DispatcherMetrics {
 struct DispatchExecutorInner {
     dispatchers: Vec<DispatcherWithMetrics>,
     actor_id: u32,
+    fragment_id: u32,
     context: Arc<SharedContext>,
     metrics: DispatcherMetrics,
 }
@@ -170,7 +171,7 @@ impl DispatchExecutorInner {
         let new_dispatchers: Vec<_> = new_dispatchers
             .into_iter()
             .map(|d| {
-                DispatcherImpl::new(&self.context, self.actor_id, d)
+                DispatcherImpl::new(&self.context, self.actor_id, self.fragment_id, d)
                     .map(|dispatcher| self.metrics.monitor_dispatcher(dispatcher))
             })
             .try_collect()?;
@@ -202,7 +203,13 @@ impl DispatchExecutorInner {
         let outputs: Vec<_> = update
             .added_downstream_actor_id
             .iter()
-            .map(|&id| new_output(&self.context, self.actor_id, id))
+            .map(|&id| {
+                new_output(
+                    &self.context,
+                    (self.actor_id, id),
+                    (self.fragment_id, update.dispatcher_id as u32),
+                )
+            })
             .try_collect()?;
 
         let dispatcher = self.find_dispatcher(update.dispatcher_id);
@@ -377,6 +384,7 @@ impl DispatchExecutor {
             inner: DispatchExecutorInner {
                 dispatchers,
                 actor_id,
+                fragment_id,
                 context,
                 metrics,
             },
@@ -438,12 +446,19 @@ impl DispatcherImpl {
     pub fn new(
         context: &SharedContext,
         actor_id: ActorId,
+        fragment_id: FragmentId,
         dispatcher: &PbDispatcher,
     ) -> StreamResult<Self> {
         let outputs = dispatcher
             .downstream_actor_id
             .iter()
-            .map(|&down_id| new_output(context, actor_id, down_id))
+            .map(|&down_id| {
+                new_output(
+                    context,
+                    (actor_id, down_id),
+                    (fragment_id, dispatcher.dispatcher_id as u32),
+                )
+            })
             .collect::<StreamResult<Vec<_>>>()?;
 
         let output_indices = dispatcher
@@ -1185,6 +1200,7 @@ mod tests {
         let broadcast_dispatcher = DispatcherImpl::new(
             &ctx,
             actor_id,
+            fragment_id,
             &PbDispatcher {
                 r#type: DispatcherType::Broadcast as _,
                 dispatcher_id: broadcast_dispatcher_id,
@@ -1198,6 +1214,7 @@ mod tests {
         let simple_dispatcher = DispatcherImpl::new(
             &ctx,
             actor_id,
+            fragment_id,
             &PbDispatcher {
                 r#type: DispatcherType::Simple as _,
                 dispatcher_id: simple_dispatcher_id,
@@ -1222,7 +1239,13 @@ mod tests {
         // 2. Take downstream receivers.
         let mut rxs = [untouched, old, new, old_simple, new_simple]
             .into_iter()
-            .map(|id| (id, ctx.take_receiver((actor_id, id)).unwrap()))
+            .map(|id| {
+                (
+                    id,
+                    ctx.take_receiver((actor_id, id), (fragment_id, simple_dispatcher_id as u32))
+                        .unwrap(),
+                )
+            })
             .collect::<HashMap<_, _>>();
         macro_rules! try_recv {
             ($down_id:expr) => {
diff --git a/src/stream/src/executor/exchange/input.rs b/src/stream/src/executor/exchange/input.rs
index 7b7cc151f46cd..5fb32309a5ad6 100644
--- a/src/stream/src/executor/exchange/input.rs
+++ b/src/stream/src/executor/exchange/input.rs
@@ -16,11 +16,11 @@ use std::pin::Pin;
 use std::task::{Context, Poll};
 
 use anyhow::Context as _;
-use futures::{pin_mut, Stream};
+use futures::Stream;
 use futures_async_stream::try_stream;
 use pin_project::pin_project;
 use risingwave_common::util::addr::{is_local_address, HostAddr};
-use risingwave_pb::task_service::{permits, GetStreamResponse};
+use risingwave_pb::task_service::{GetStreamResponse, PbPermits};
 use risingwave_rpc_client::error::TonicStatusWrapper;
 use risingwave_rpc_client::ComputeClientPool;
 use thiserror_ext::AsReport;
@@ -120,7 +120,6 @@ impl RemoteInput {
         up_down_ids: UpDownActorIds,
         up_down_frag: UpDownFragmentIds,
         metrics: Arc<StreamingMetrics>,
-        batched_permits: usize,
     ) -> Self {
         let actor_id = up_down_ids.0;
 
@@ -133,7 +132,6 @@ impl RemoteInput {
                 up_down_ids,
                 up_down_frag,
                 metrics,
-                batched_permits,
             ),
         }
     }
@@ -146,7 +144,6 @@ impl RemoteInput {
         up_down_ids: UpDownActorIds,
         up_down_frag: UpDownFragmentIds,
         metrics: Arc<StreamingMetrics>,
-        batched_permits_limit: usize,
     ) {
         let client = client_pool.get_by_addr(upstream_addr).await?;
         let (stream, permits_tx) = client
@@ -157,69 +154,61 @@ impl RemoteInput {
         let up_fragment_id = up_down_frag.0.to_string();
         let down_fragment_id = up_down_frag.1.to_string();
 
+        let exchange_frag_recv_size = metrics
+            .exchange_frag_recv_size
+            .with_guarded_label_values(&[&up_fragment_id, &down_fragment_id]);
+
         let span: await_tree::Span = format!("RemoteInput (actor {up_actor_id})").into();
 
-        let mut batched_permits_accumulated = 0;
-
-        pin_mut!(stream);
-        while let Some(data_res) = stream.next().verbose_instrument_await(span.clone()).await {
-            match data_res {
-                Ok(GetStreamResponse { message, permits }) => {
-                    let msg = message.unwrap();
-                    let bytes = Message::get_encoded_len(&msg);
-
-                    metrics
-                        .exchange_frag_recv_size
-                        .with_label_values(&[&up_fragment_id, &down_fragment_id])
-                        .inc_by(bytes as u64);
-
-                    let msg_res = Message::from_protobuf(&msg);
-                    if let Some(add_back_permits) = match permits.unwrap().value {
-                        // For records, batch the permits we received to reduce the backward
-                        // `AddPermits` messages.
-                        Some(permits::Value::Record(p)) => {
-                            batched_permits_accumulated += p;
-                            if batched_permits_accumulated >= batched_permits_limit as u32 {
-                                let permits = std::mem::take(&mut batched_permits_accumulated);
-                                Some(permits::Value::Record(permits))
-                            } else {
-                                None
-                            }
-                        }
-                        // For barriers, always send it back immediately.
-                        Some(permits::Value::Barrier(p)) => Some(permits::Value::Barrier(p)),
-                        None => None,
-                    } {
-                        permits_tx
-                            .send(add_back_permits)
-                            .context("RemoteInput backward permits channel closed.")?;
-                    }
+        // process messages and ack permits in batch
+        const BATCH_SIZE: usize = 8; // arbitrary number
+        let mut stream = stream.ready_chunks(BATCH_SIZE);
+        while let Some(inputs) = stream.next().verbose_instrument_await(span.clone()).await {
+            let mut ack_permits = PbPermits::default();
+            let mut messages = Vec::with_capacity(BATCH_SIZE);
 
-                    let mut msg = msg_res.context("RemoteInput decode message error")?;
-
-                    // Read barrier mutation from local barrier manager and attach it to the barrier message.
-                    if cfg!(not(test)) {
-                        if let Message::Barrier(barrier) = &mut msg {
-                            assert!(
-                                barrier.mutation.is_none(),
-                                "Mutation should be erased in remote side"
-                            );
-                            let mutation = local_barrier_manager
-                                .read_barrier_mutation(barrier)
-                                .await
-                                .context("Read barrier mutation error")?;
-                            barrier.mutation = mutation;
-                        }
-                    }
-                    yield msg;
-                }
-                Err(e) => {
+            for result in inputs {
+                let GetStreamResponse { message, permits } = result.map_err(|e| {
                     // TODO(error-handling): maintain the source chain
-                    return Err(StreamExecutorError::channel_closed(format!(
+                    StreamExecutorError::channel_closed(format!(
                         "RemoteInput tonic error: {}",
                         TonicStatusWrapper::new(e).as_report()
-                    )));
+                    ))
+                })?;
+                let msg = Message::from_protobuf(&message.unwrap())
+                    .context("RemoteInput decode message error")?;
+                messages.push(msg);
+
+                if let Some(permits) = permits {
+                    ack_permits.records += permits.records;
+                    ack_permits.bytes += permits.bytes;
+                    ack_permits.barriers += permits.barriers;
+                }
+            }
+            exchange_frag_recv_size.inc_by(ack_permits.bytes);
+
+            if ack_permits != PbPermits::default() {
+                permits_tx
+                    .send(ack_permits)
+                    .context("RemoteInput backward permits channel closed")?;
+            }
+
+            for mut msg in messages {
+                // Read barrier mutation from local barrier manager and attach it to the barrier message.
+                if cfg!(not(test)) {
+                    if let Message::Barrier(barrier) = &mut msg {
+                        assert!(
+                            barrier.mutation.is_none(),
+                            "Mutation should be erased in remote side"
+                        );
+                        let mutation = local_barrier_manager
+                            .read_barrier_mutation(barrier)
+                            .await
+                            .context("Read barrier mutation error")?;
+                        barrier.mutation = mutation;
+                    }
                 }
+                yield msg;
             }
         }
     }
@@ -256,7 +245,10 @@ pub(crate) fn new_input(
 
     let input = if is_local_address(&context.addr, &upstream_addr) {
         LocalInput::new(
-            context.take_receiver((upstream_actor_id, actor_id))?,
+            context.take_receiver(
+                (upstream_actor_id, actor_id),
+                (upstream_fragment_id, fragment_id),
+            )?,
             upstream_actor_id,
         )
         .boxed_input()
@@ -268,7 +260,6 @@ pub(crate) fn new_input(
             (upstream_actor_id, actor_id),
             (upstream_fragment_id, fragment_id),
             metrics,
-            context.config.developer.exchange_batched_permits,
         )
         .boxed_input()
     };
diff --git a/src/stream/src/executor/exchange/output.rs b/src/stream/src/executor/exchange/output.rs
index a5124a44a020f..7b6ac7b772780 100644
--- a/src/stream/src/executor/exchange/output.rs
+++ b/src/stream/src/executor/exchange/output.rs
@@ -24,7 +24,7 @@ use tokio::sync::mpsc::error::SendError;
 use super::permit::Sender;
 use crate::error::StreamResult;
 use crate::executor::Message;
-use crate::task::{ActorId, SharedContext};
+use crate::task::{ActorId, SharedContext, UpDownActorIds, UpDownFragmentIds};
 
 /// `Output` provides an interface for `Dispatcher` to send data into downstream actors.
 #[async_trait]
@@ -147,12 +147,13 @@ impl Output for RemoteOutput {
 /// downstream actor id. Used by dispatchers.
 pub fn new_output(
     context: &SharedContext,
-    actor_id: ActorId,
-    down_id: ActorId,
+    actor_ids: UpDownActorIds,
+    fragment_ids: UpDownFragmentIds,
 ) -> StreamResult<BoxedOutput> {
-    let tx = context.take_sender(&(actor_id, down_id))?;
+    let tx = context.take_sender(actor_ids, fragment_ids)?;
 
-    let is_local_address = match context.get_actor_info(&down_id) {
+    let down_actor_id = actor_ids.1;
+    let is_local_address = match context.get_actor_info(&down_actor_id) {
         Ok(info) => is_local_address(&context.addr, &info.get_host()?.into()),
         // If we can't get the actor info locally, it must be a remote actor.
         // This may happen when we create a mv-on-mv on different workers from the upstream. #4153
@@ -160,9 +161,9 @@ pub fn new_output(
     };
 
     let output = if is_local_address {
-        LocalOutput::new(down_id, tx).boxed()
+        LocalOutput::new(down_actor_id, tx).boxed()
     } else {
-        RemoteOutput::new(down_id, tx).boxed()
+        RemoteOutput::new(down_actor_id, tx).boxed()
     };
 
     Ok(output)
diff --git a/src/stream/src/executor/exchange/permit.rs b/src/stream/src/executor/exchange/permit.rs
index 159494355cff2..50fba775740ed 100644
--- a/src/stream/src/executor/exchange/permit.rs
+++ b/src/stream/src/executor/exchange/permit.rs
@@ -14,12 +14,16 @@
 
 //! Channel implementation for permit-based back-pressure.
 
-use std::sync::Arc;
+use std::sync::{Arc, LazyLock};
 
-use risingwave_pb::task_service::permits;
-use tokio::sync::{mpsc, AcquireError, Semaphore, SemaphorePermit};
+use prometheus::{register_int_gauge_vec_with_registry, IntGauge, IntGaugeVec};
+use risingwave_common::monitor::GLOBAL_METRICS_REGISTRY;
+use risingwave_common_estimate_size::EstimateSize;
+use risingwave_pb::task_service::PbPermits;
+use tokio::sync::{mpsc, AcquireError, Semaphore};
 
 use crate::executor::Message;
+use crate::task::UpDownFragmentIds;
 
 /// Message with its required permits.
 ///
@@ -28,45 +32,76 @@ use crate::executor::Message;
 /// `permits` back verbatim, in case the version of the upstream and the downstream are different.
 pub struct MessageWithPermits {
     pub message: Message,
-    pub permits: Option<permits::Value>,
+    pub permits: Option<PbPermits>,
 }
 
 /// Create a channel for the exchange service.
-pub fn channel(
-    initial_permits: usize,
-    batched_permits: usize,
-    concurrent_barriers: usize,
-) -> (Sender, Receiver) {
+pub fn channel(permits: PbPermits, fragment_ids: UpDownFragmentIds) -> (Sender, Receiver) {
     // Use an unbounded channel since we manage the permits manually.
     let (tx, rx) = mpsc::unbounded_channel();
 
-    let records = Semaphore::new(initial_permits);
-    let barriers = Semaphore::new(concurrent_barriers);
-    let permits = Arc::new(Permits { records, barriers });
+    let initial_permits = permits.clone();
+    let permits = Arc::new(Permits {
+        records: Semaphore::new(permits.records as _),
+        bytes: Semaphore::new(permits.bytes as _),
+        barriers: Semaphore::new(permits.barriers as _),
+    });
 
-    let max_chunk_permits: usize = initial_permits - batched_permits;
+    let metric_memory_size =
+        MEMORY_SIZE.with_label_values(&[&fragment_ids.0.to_string(), &fragment_ids.1.to_string()]);
+    let metric_num_rows =
+        NUM_ROWS.with_label_values(&[&fragment_ids.0.to_string(), &fragment_ids.1.to_string()]);
 
     (
         Sender {
             tx,
             permits: permits.clone(),
-            max_chunk_permits,
+            initial_permits,
+            metric_memory_size: metric_memory_size.clone(),
+            metric_num_rows: metric_num_rows.clone(),
+        },
+        Receiver {
+            rx,
+            permits,
+            metric_memory_size,
+            metric_num_rows,
         },
-        Receiver { rx, permits },
     )
 }
 
+static MEMORY_SIZE: LazyLock<IntGaugeVec> = LazyLock::new(|| {
+    register_int_gauge_vec_with_registry!(
+        "stream_exchange_memory_size",
+        "Total size of memory in the exchange channel",
+        &["up_fragment_id", "down_fragment_id"],
+        GLOBAL_METRICS_REGISTRY,
+    )
+    .unwrap()
+});
+
+static NUM_ROWS: LazyLock<IntGaugeVec> = LazyLock::new(|| {
+    register_int_gauge_vec_with_registry!(
+        "stream_exchange_num_rows",
+        "Total number of rows in the exchange channel",
+        &["up_fragment_id", "down_fragment_id"],
+        GLOBAL_METRICS_REGISTRY,
+    )
+    .unwrap()
+});
+
 /// The configuration for tests.
 pub mod for_test {
-    pub const INITIAL_PERMITS: usize = (u32::MAX / 2) as _;
-    pub const BATCHED_PERMITS: usize = 1;
-    pub const CONCURRENT_BARRIERS: usize = (u32::MAX / 2) as _;
+    use super::PbPermits;
+
+    pub const INITIAL_PERMITS: PbPermits = PbPermits {
+        records: u32::MAX / 2,
+        bytes: tokio::sync::Semaphore::MAX_PERMITS as u64 / 2,
+        barriers: u32::MAX / 2,
+    };
 }
 
 pub fn channel_for_test() -> (Sender, Receiver) {
-    use for_test::*;
-
-    channel(INITIAL_PERMITS, BATCHED_PERMITS, CONCURRENT_BARRIERS)
+    channel(for_test::INITIAL_PERMITS, (0, 0))
 }
 
 /// Semaphore-based permits to control the back-pressure.
@@ -75,34 +110,38 @@ pub fn channel_for_test() -> (Sender, Receiver) {
 pub struct Permits {
     /// The permits for records in chunks.
     records: Semaphore,
+    /// The permits for total bytes in chunks.
+    bytes: Semaphore,
     /// The permits for barriers.
     barriers: Semaphore,
 }
 
 impl Permits {
     /// Add permits back to the semaphores.
-    pub fn add_permits(&self, permits: permits::Value) {
-        match permits {
-            permits::Value::Record(p) => self.records.add_permits(p as usize),
-            permits::Value::Barrier(p) => self.barriers.add_permits(p as usize),
-        }
+    pub fn add_permits(&self, permits: PbPermits) {
+        self.records.add_permits(permits.records as usize);
+        self.bytes.add_permits(permits.bytes as usize);
+        self.barriers.add_permits(permits.barriers as usize);
     }
 
     /// Acquire permits from the semaphores.
     ///
     /// This function is cancellation-safe except for the fairness of waking.
-    async fn acquire_permits(&self, permits: &permits::Value) -> Result<(), AcquireError> {
-        match permits {
-            permits::Value::Record(p) => self.records.acquire_many(*p as _),
-            permits::Value::Barrier(p) => self.barriers.acquire_many(*p as _),
-        }
-        .await
-        .map(SemaphorePermit::forget)
+    async fn acquire_permits(&self, permits: &PbPermits) -> Result<(), AcquireError> {
+        let p1 = self.records.acquire_many(permits.records as _).await?;
+        let p2 = self.bytes.acquire_many(permits.bytes as _).await?;
+        let p3 = self.barriers.acquire_many(permits.barriers as _).await?;
+        // forget the permits together to make the function cancellation-safe
+        p1.forget();
+        p2.forget();
+        p3.forget();
+        Ok(())
     }
 
     /// Close the semaphores so that all pending `acquire` will fail immediately.
     fn close(&self) {
         self.records.close();
+        self.bytes.close();
         self.barriers.close();
     }
 }
@@ -112,10 +151,11 @@ pub struct Sender {
     tx: mpsc::UnboundedSender<MessageWithPermits>,
     permits: Arc<Permits>,
 
-    /// The maximum permits required by a chunk. If there're too many rows in a chunk, we only
-    /// acquire these permits. `BATCHED_PERMITS` is subtracted to avoid deadlock with
-    /// batching.
-    max_chunk_permits: usize,
+    /// The maximum permits required by a chunk.
+    /// If the permits required by a chunk exceed this, the permits will be capped.
+    initial_permits: PbPermits,
+    metric_memory_size: IntGauge,
+    metric_num_rows: IntGauge,
 }
 
 impl Sender {
@@ -125,14 +165,16 @@ impl Sender {
     pub async fn send(&self, message: Message) -> Result<(), mpsc::error::SendError<Message>> {
         // The semaphores should never be closed.
         let permits = match &message {
-            Message::Chunk(c) => {
-                let card = c.cardinality().clamp(1, self.max_chunk_permits);
-                if card == self.max_chunk_permits {
-                    tracing::warn!(cardinality = c.cardinality(), "large chunk in exchange")
-                }
-                Some(permits::Value::Record(card as _))
-            }
-            Message::Barrier(_) => Some(permits::Value::Barrier(1)),
+            Message::Chunk(c) => Some(PbPermits {
+                records: (c.cardinality() as u32).min(self.initial_permits.records),
+                bytes: (c.estimated_size() as u64).min(self.initial_permits.bytes),
+                barriers: 0,
+            }),
+            Message::Barrier(_) => Some(PbPermits {
+                records: 0,
+                bytes: 0,
+                barriers: 1,
+            }),
             Message::Watermark(_) => None,
         };
 
@@ -142,6 +184,11 @@ impl Sender {
             }
         }
 
+        if let Message::Chunk(chunk) = &message {
+            self.metric_memory_size.add(chunk.estimated_size() as i64);
+            self.metric_num_rows.add(chunk.cardinality() as i64);
+        }
+
         self.tx
             .send(MessageWithPermits { message, permits })
             .map_err(|e| mpsc::error::SendError(e.0.message))
@@ -152,6 +199,8 @@ impl Sender {
 pub struct Receiver {
     rx: mpsc::UnboundedReceiver<MessageWithPermits>,
     permits: Arc<Permits>,
+    metric_memory_size: IntGauge,
+    metric_num_rows: IntGauge,
 }
 
 impl Receiver {
@@ -165,6 +214,10 @@ impl Receiver {
         if let Some(permits) = permits {
             self.permits.add_permits(permits);
         }
+        if let Message::Chunk(chunk) = &message {
+            self.metric_memory_size.sub(chunk.estimated_size() as i64);
+            self.metric_num_rows.sub(chunk.cardinality() as i64);
+        }
 
         Some(message)
     }
@@ -179,6 +232,10 @@ impl Receiver {
         if let Some(permits) = permits {
             self.permits.add_permits(permits);
         }
+        if let Message::Chunk(chunk) = &message {
+            self.metric_memory_size.sub(chunk.estimated_size() as i64);
+            self.metric_num_rows.sub(chunk.cardinality() as i64);
+        }
 
         Ok(message)
     }
@@ -218,7 +275,14 @@ mod tests {
 
     #[test]
     fn test_channel_close() {
-        let (tx, mut rx) = channel(0, 0, 1);
+        let (tx, mut rx) = channel(
+            PbPermits {
+                records: 0,
+                bytes: 0,
+                barriers: 1,
+            },
+            (0, 0),
+        );
 
         let send = || {
             tx.send(Message::Barrier(Barrier::with_prev_epoch_for_test(
diff --git a/src/stream/src/executor/merge.rs b/src/stream/src/executor/merge.rs
index 44e5f9c93f910..277c78168c90f 100644
--- a/src/stream/src/executor/merge.rs
+++ b/src/stream/src/executor/merge.rs
@@ -586,7 +586,13 @@ mod tests {
         // 2. Take downstream receivers.
         let txs = [untouched, old, new]
             .into_iter()
-            .map(|id| (id, ctx.take_sender(&(id, actor_id)).unwrap()))
+            .map(|id| {
+                (
+                    id,
+                    ctx.take_sender((id, actor_id), (upstream_fragment_id, fragment_id))
+                        .unwrap(),
+                )
+            })
             .collect::<HashMap<_, _>>();
         macro_rules! send {
             ($actors:expr, $msg:expr) => {
@@ -697,7 +703,6 @@ mod tests {
 
     #[tokio::test]
     async fn test_stream_exchange_client() {
-        const BATCHED_PERMITS: usize = 1024;
         let rpc_called = Arc::new(AtomicBool::new(false));
         let server_run = Arc::new(AtomicBool::new(false));
         let addr = "127.0.0.1:12348".parse().unwrap();
@@ -731,7 +736,6 @@ mod tests {
                 (0, 0),
                 (0, 0),
                 Arc::new(StreamingMetrics::unused()),
-                BATCHED_PERMITS,
             )
         };
 
diff --git a/src/stream/src/executor/monitor/streaming_stats.rs b/src/stream/src/executor/monitor/streaming_stats.rs
index 5aba22aa4edc6..7b0658a0d2c9e 100644
--- a/src/stream/src/executor/monitor/streaming_stats.rs
+++ b/src/stream/src/executor/monitor/streaming_stats.rs
@@ -72,7 +72,7 @@ pub struct StreamingMetrics {
     pub mview_input_row_count: IntCounterVec,
 
     // Exchange (see also `compute::ExchangeServiceMetrics`)
-    pub exchange_frag_recv_size: GenericCounterVec<AtomicU64>,
+    pub exchange_frag_recv_size: LabelGuardedIntCounterVec<2>,
 
     // Backpressure
     pub actor_output_buffer_blocking_duration_ns: LabelGuardedIntCounterVec<3>,
@@ -272,7 +272,7 @@ impl StreamingMetrics {
             )
             .unwrap();
 
-        let exchange_frag_recv_size = register_int_counter_vec_with_registry!(
+        let exchange_frag_recv_size = register_guarded_int_counter_vec_with_registry!(
             "stream_exchange_frag_recv_size",
             "Total size of messages that have been received from upstream Fragment",
             &["up_fragment_id", "down_fragment_id"],
diff --git a/src/stream/src/executor/receiver.rs b/src/stream/src/executor/receiver.rs
index 436ee8768cb80..6c309a3bee7ec 100644
--- a/src/stream/src/executor/receiver.rs
+++ b/src/stream/src/executor/receiver.rs
@@ -255,7 +255,13 @@ mod tests {
         // 2. Take downstream receivers.
         let txs = [old, new]
             .into_iter()
-            .map(|id| (id, ctx.take_sender(&(id, actor_id)).unwrap()))
+            .map(|id| {
+                (
+                    id,
+                    ctx.take_sender((id, actor_id), (upstream_fragment_id, fragment_id))
+                        .unwrap(),
+                )
+            })
             .collect::<HashMap<_, _>>();
         macro_rules! send {
             ($actors:expr, $msg:expr) => {
diff --git a/src/stream/src/task/barrier_manager.rs b/src/stream/src/task/barrier_manager.rs
index 5cd76eda6215d..6e26a6032113f 100644
--- a/src/stream/src/task/barrier_manager.rs
+++ b/src/stream/src/task/barrier_manager.rs
@@ -59,6 +59,7 @@ use risingwave_pb::stream_service::{
 };
 use risingwave_storage::store::SyncResult;
 
+use super::UpDownFragmentIds;
 use crate::executor::exchange::permit::Receiver;
 use crate::executor::monitor::StreamingMetrics;
 use crate::executor::{Actor, Barrier, DispatchExecutor, Mutation};
@@ -216,7 +217,8 @@ pub(super) enum LocalActorOperation {
         result_sender: oneshot::Sender<StreamResult<()>>,
     },
     TakeReceiver {
-        ids: UpDownActorIds,
+        actor_ids: UpDownActorIds,
+        fragment_ids: UpDownFragmentIds,
         result_sender: oneshot::Sender<StreamResult<Receiver>>,
     },
     #[cfg(test)]
@@ -484,8 +486,15 @@ impl LocalBarrierWorker {
             } => {
                 let _ = result_sender.send(self.update_actor_info(new_actor_infos));
             }
-            LocalActorOperation::TakeReceiver { ids, result_sender } => {
-                let _ = result_sender.send(self.current_shared_context.take_receiver(ids));
+            LocalActorOperation::TakeReceiver {
+                actor_ids,
+                fragment_ids,
+                result_sender,
+            } => {
+                let _ = result_sender.send(
+                    self.current_shared_context
+                        .take_receiver(actor_ids, fragment_ids),
+                );
             }
             #[cfg(test)]
             LocalActorOperation::GetCurrentSharedContext(sender) => {
diff --git a/src/stream/src/task/mod.rs b/src/stream/src/task/mod.rs
index 7a6fd40f9231a..fc1c4d34ead39 100644
--- a/src/stream/src/task/mod.rs
+++ b/src/stream/src/task/mod.rs
@@ -19,6 +19,7 @@ use parking_lot::{MappedMutexGuard, Mutex, MutexGuard, RwLock};
 use risingwave_common::config::StreamingConfig;
 use risingwave_common::util::addr::HostAddr;
 use risingwave_pb::common::ActorInfo;
+use risingwave_pb::task_service::PbPermits;
 use risingwave_rpc_client::ComputeClientPool;
 
 use crate::error::StreamResult;
@@ -120,9 +121,9 @@ impl SharedContext {
             compute_client_pool: ComputeClientPool::default(),
             config: StreamingConfig {
                 developer: StreamingDeveloperConfig {
-                    exchange_initial_permits: permit::for_test::INITIAL_PERMITS,
-                    exchange_batched_permits: permit::for_test::BATCHED_PERMITS,
-                    exchange_concurrent_barriers: permit::for_test::CONCURRENT_BARRIERS,
+                    exchange_max_records: permit::for_test::INITIAL_PERMITS.records as _,
+                    exchange_max_bytes: permit::for_test::INITIAL_PERMITS.bytes as _,
+                    exchange_max_barriers: permit::for_test::INITIAL_PERMITS.barriers as _,
                     ..Default::default()
                 },
                 ..Default::default()
@@ -135,32 +136,44 @@ impl SharedContext {
     /// with the configured permits.
     fn get_or_insert_channels(
         &self,
-        ids: UpDownActorIds,
+        actor_ids: UpDownActorIds,
+        fragment_ids: UpDownFragmentIds,
     ) -> MappedMutexGuard<'_, ConsumableChannelPair> {
         MutexGuard::map(self.channel_map.lock(), |map| {
-            map.entry(ids).or_insert_with(|| {
+            map.entry(actor_ids).or_insert_with(|| {
                 let (tx, rx) = permit::channel(
-                    self.config.developer.exchange_initial_permits,
-                    self.config.developer.exchange_batched_permits,
-                    self.config.developer.exchange_concurrent_barriers,
+                    PbPermits {
+                        records: self.config.developer.exchange_max_records as _,
+                        bytes: self.config.developer.exchange_max_bytes as _,
+                        barriers: self.config.developer.exchange_max_barriers as _,
+                    },
+                    fragment_ids,
                 );
                 (Some(tx), Some(rx))
             })
         })
     }
 
-    pub fn take_sender(&self, ids: &UpDownActorIds) -> StreamResult<Sender> {
-        self.get_or_insert_channels(*ids)
+    pub fn take_sender(
+        &self,
+        actor_ids: UpDownActorIds,
+        fragment_ids: UpDownFragmentIds,
+    ) -> StreamResult<Sender> {
+        self.get_or_insert_channels(actor_ids, fragment_ids)
             .0
             .take()
-            .ok_or_else(|| anyhow!("sender for {ids:?} has already been taken").into())
+            .ok_or_else(|| anyhow!("sender for {actor_ids:?} has already been taken").into())
     }
 
-    pub fn take_receiver(&self, ids: UpDownActorIds) -> StreamResult<Receiver> {
-        self.get_or_insert_channels(ids)
+    pub fn take_receiver(
+        &self,
+        actor_ids: UpDownActorIds,
+        fragment_ids: UpDownFragmentIds,
+    ) -> StreamResult<Receiver> {
+        self.get_or_insert_channels(actor_ids, fragment_ids)
             .1
             .take()
-            .ok_or_else(|| anyhow!("receiver for {ids:?} has already been taken").into())
+            .ok_or_else(|| anyhow!("receiver for {actor_ids:?} has already been taken").into())
     }
 
     pub fn get_actor_info(&self, actor_id: &ActorId) -> StreamResult<ActorInfo> {
diff --git a/src/stream/src/task/stream_manager.rs b/src/stream/src/task/stream_manager.rs
index a275a6eaeb0f4..ce80176a3e755 100644
--- a/src/stream/src/task/stream_manager.rs
+++ b/src/stream/src/task/stream_manager.rs
@@ -44,7 +44,7 @@ use tokio::sync::oneshot;
 use tokio::task::JoinHandle;
 use tonic::Status;
 
-use super::{unique_executor_id, unique_operator_id};
+use super::{unique_executor_id, unique_operator_id, UpDownFragmentIds};
 use crate::error::StreamResult;
 use crate::executor::exchange::permit::Receiver;
 use crate::executor::monitor::StreamingMetrics;
@@ -246,10 +246,15 @@ impl LocalStreamManager {
             .await?
     }
 
-    pub async fn take_receiver(&self, ids: UpDownActorIds) -> StreamResult<Receiver> {
+    pub async fn take_receiver(
+        &self,
+        actor_ids: UpDownActorIds,
+        fragment_ids: UpDownFragmentIds,
+    ) -> StreamResult<Receiver> {
         self.actor_op_tx
             .send_and_await(|result_sender| LocalActorOperation::TakeReceiver {
-                ids,
+                actor_ids,
+                fragment_ids,
                 result_sender,
             })
             .await?
@@ -355,7 +360,9 @@ impl StreamActorManager {
     ) -> StreamResult<DispatchExecutor> {
         let dispatcher_impls = dispatchers
             .iter()
-            .map(|dispatcher| DispatcherImpl::new(shared_context, actor_id, dispatcher))
+            .map(|dispatcher| {
+                DispatcherImpl::new(shared_context, actor_id, fragment_id, dispatcher)
+            })
             .try_collect()?;
 
         Ok(DispatchExecutor::new(