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index 971c8caed4c0..5ddc36bd7688 100644
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diff --git a/grafana/risingwave-dashboard.py b/grafana/risingwave-dashboard.py
index 6c54a02b819a..73d70a27fb40 100644
--- a/grafana/risingwave-dashboard.py
+++ b/grafana/risingwave-dashboard.py
@@ -595,6 +595,16 @@ def section_streaming_actors(outer_panels):
                     "rate(stream_join_actor_input_waiting_duration_ns[$__rate_interval]) / 1000000000", "{{actor_id}}"
                 ),
             ]),
+            panels.timeseries_count("Stream Join Cached Entries", [
+                panels.target(
+                    "stream_join_cached_entries", "{{actor_id}} {{side}}"
+                ),
+            ]),
+            panels.timeseries_count("Stream Join Cached Rows", [
+                panels.target(
+                    "stream_join_cached_rows", "{{actor_id}} {{side}}"
+                ),
+            ])
         ])
     ]
 
diff --git a/src/stream/src/executor/hash_join.rs b/src/stream/src/executor/hash_join.rs
index 127c896f431a..83007ad7bda6 100644
--- a/src/stream/src/executor/hash_join.rs
+++ b/src/stream/src/executor/hash_join.rs
@@ -586,6 +586,26 @@ impl<K: HashKey, S: StateStore, const T: JoinTypePrimitive> HashJoinExecutor<K,
                         self.side_r.ht.state_table.update_vnode_bitmap(vnode_bitmap);
                     }
 
+                    // Report metrics of cached join rows/entries
+                    let cached_rows_l: usize = self.side_l.ht.values().map(|e| e.size()).sum();
+                    let cached_rows_r: usize = self.side_r.ht.values().map(|e| e.size()).sum();
+                    self.metrics
+                        .join_cached_rows
+                        .with_label_values(&[&actor_id_str, "left"])
+                        .set(cached_rows_l as i64);
+                    self.metrics
+                        .join_cached_rows
+                        .with_label_values(&[&actor_id_str, "right"])
+                        .set(cached_rows_r as i64);
+                    self.metrics
+                        .join_cached_entries
+                        .with_label_values(&[&actor_id_str, "left"])
+                        .set(self.side_l.ht.len() as i64);
+                    self.metrics
+                        .join_cached_entries
+                        .with_label_values(&[&actor_id_str, "right"])
+                        .set(self.side_r.ht.len() as i64);
+
                     yield Message::Barrier(barrier);
                 }
             }
diff --git a/src/stream/src/executor/managed_state/join/join_entry_state.rs b/src/stream/src/executor/managed_state/join/join_entry_state.rs
index c3e6033323a5..0f7dceba203d 100644
--- a/src/stream/src/executor/managed_state/join/join_entry_state.rs
+++ b/src/stream/src/executor/managed_state/join/join_entry_state.rs
@@ -27,6 +27,7 @@ type JoinEntryStateValuesMut<'a> = btree_map::ValuesMut<'a, PkType, StateValueTy
 
 /// We manages a `BTreeMap` in memory for all entries belonging to a join key.
 /// When evicted, `cached` does not hold any entries.
+///
 /// If a `JoinEntryState` exists for a join key, the all records under this
 /// join key will be presented in the cache.
 pub struct JoinEntryState {
@@ -67,6 +68,10 @@ impl JoinEntryState {
             (encoded, decoded)
         })
     }
+
+    pub fn size(&self) -> usize {
+        self.cached.len()
+    }
 }
 
 #[cfg(test)]
diff --git a/src/stream/src/executor/monitor/streaming_stats.rs b/src/stream/src/executor/monitor/streaming_stats.rs
index e1c92319b752..0c0134f68a12 100644
--- a/src/stream/src/executor/monitor/streaming_stats.rs
+++ b/src/stream/src/executor/monitor/streaming_stats.rs
@@ -42,10 +42,15 @@ pub struct StreamingMetrics {
     pub source_output_row_count: GenericCounterVec<AtomicU64>,
     pub exchange_recv_size: GenericCounterVec<AtomicU64>,
     pub exchange_frag_recv_size: GenericCounterVec<AtomicU64>,
+
+    // Streaming Join
     pub join_lookup_miss_count: GenericCounterVec<AtomicU64>,
     pub join_total_lookup_count: GenericCounterVec<AtomicU64>,
     pub join_actor_input_waiting_duration_ns: GenericCounterVec<AtomicU64>,
     pub join_barrier_align_duration: HistogramVec,
+    pub join_cached_entries: GenericGaugeVec<AtomicI64>,
+    pub join_cached_rows: GenericGaugeVec<AtomicI64>,
+
     /// The duration from receipt of barrier to all actors collection.
     /// And the max of all node `barrier_inflight_latency` is the latency for a barrier
     /// to flow through the graph.
@@ -251,6 +256,22 @@ impl StreamingMetrics {
             register_histogram_vec_with_registry!(opts, &["actor_id", "wait_side"], registry)
                 .unwrap();
 
+        let join_cached_entries = register_int_gauge_vec_with_registry!(
+            "stream_join_cached_entries",
+            "Number of cached entries in streaming join operators",
+            &["actor_id", "side"],
+            registry
+        )
+        .unwrap();
+
+        let join_cached_rows = register_int_gauge_vec_with_registry!(
+            "stream_join_cached_rows",
+            "Number of cached rows in streaming join operators",
+            &["actor_id", "side"],
+            registry
+        )
+        .unwrap();
+
         let opts = histogram_opts!(
             "stream_barrier_inflight_duration_seconds",
             "barrier_inflight_latency",
@@ -298,6 +319,8 @@ impl StreamingMetrics {
             join_total_lookup_count,
             join_actor_input_waiting_duration_ns,
             join_barrier_align_duration,
+            join_cached_entries,
+            join_cached_rows,
             barrier_inflight_latency,
             barrier_sync_latency,
             sink_commit_duration,