diff --git a/src/common/blocking_queue.cppm b/src/common/blocking_queue.cppm
index d4a203db00..bc933c4eaa 100644
--- a/src/common/blocking_queue.cppm
+++ b/src/common/blocking_queue.cppm
@@ -26,18 +26,32 @@ class BlockingQueue {
 public:
     explicit BlockingQueue(SizeT capacity = DEFAULT_BLOCKING_QUEUE_SIZE) : capacity_(capacity) {}
 
-    void Enqueue(T& task) {
+    void NotAllowEnqueue() {
+        allow_enqueue_ = false;
+    }
+
+    bool Enqueue(T& task) {
         UniqueLock<Mutex> lock(queue_mutex_);
+
+        if (!allow_enqueue_) {
+            return false;
+        }
         full_cv_.wait(lock, [this] { return queue_.size() < capacity_; });
         queue_.push_back(task);
         empty_cv_.notify_one();
+        return true;
     }
 
-    void Enqueue(T&& task) {
+    bool Enqueue(T&& task) {
         UniqueLock<Mutex> lock(queue_mutex_);
+
+        if (!allow_enqueue_) {
+            return false;
+        }
         full_cv_.wait(lock, [this] { return queue_.size() < capacity_; });
         queue_.push_back(Forward<T>(task));
         empty_cv_.notify_one();
+        return true;
     }
 
     void EnqueueBulk(List<T> &input_queue) {
@@ -99,6 +113,7 @@ public:
     }
 
 protected:
+    atomic_bool allow_enqueue_{true};
     mutable Mutex queue_mutex_{};
     CondVar full_cv_{};
     CondVar empty_cv_{};
diff --git a/src/executor/operator/physical_sink.cpp b/src/executor/operator/physical_sink.cpp
index b60a06c560..3ab60fe5bd 100644
--- a/src/executor/operator/physical_sink.cpp
+++ b/src/executor/operator/physical_sink.cpp
@@ -115,7 +115,7 @@ void PhysicalSink::FillSinkStateFromLastOperatorState(MaterializeSinkState *mate
         case PhysicalOperatorType::kSort: {
             SortOperatorState *sort_output_state = static_cast<SortOperatorState *>(task_op_state);
             if (sort_output_state->data_block_array_.empty()) {
-                if(materialize_sink_state->Error()) {
+                if (materialize_sink_state->Error()) {
                     materialize_sink_state->empty_result_ = true;
                 } else {
                     Error<ExecutorException>("Empty sort output");
@@ -131,7 +131,7 @@ void PhysicalSink::FillSinkStateFromLastOperatorState(MaterializeSinkState *mate
         case PhysicalOperatorType::kAggregate: {
             AggregateOperatorState *agg_output_state = static_cast<AggregateOperatorState *>(task_op_state);
             if (agg_output_state->data_block_array_.empty()) {
-                if(materialize_sink_state->Error()) {
+                if (materialize_sink_state->Error()) {
                     materialize_sink_state->empty_result_ = true;
                 } else {
                     Error<ExecutorException>("Empty agg output");
@@ -378,7 +378,12 @@ void PhysicalSink::FillSinkStateFromLastOperatorState(QueueSinkState *queue_sink
         }
 
         for (const auto &next_fragment_queue : queue_sink_state->fragment_data_queues_) {
-            next_fragment_queue->Enqueue(fragment_data);
+            // when the Enqueue returns false,
+            // it means that the downstream has collected enough data,
+            // preventing the Queue from Enqueue in data again to avoid redundant calculations.
+            if (!next_fragment_queue->Enqueue(fragment_data)) {
+                task_operator_state->SetComplete();
+            }
         }
     }
     task_operator_state->data_block_array_.clear();
diff --git a/src/executor/operator_state.cpp b/src/executor/operator_state.cpp
index ebb4e60925..7f8967dabd 100644
--- a/src/executor/operator_state.cpp
+++ b/src/executor/operator_state.cpp
@@ -106,7 +106,12 @@ bool QueueSourceState::GetData() {
             auto *fragment_data = static_cast<FragmentData *>(fragment_data_base.get());
             MergeLimitOperatorState *limit_op_state = (MergeLimitOperatorState *)next_op_state;
             limit_op_state->input_data_blocks_.push_back(Move(fragment_data->data_block_));
-            limit_op_state->input_complete_ = completed;
+            if (!limit_op_state->input_complete_) {
+                limit_op_state->input_complete_ = completed;
+            }
+            if (limit_op_state->input_complete_) {
+                source_queue_.NotAllowEnqueue();
+            }
             break;
         }
         default: {