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/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 @@
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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/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/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/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/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/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(