diff --git a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTsFileEventBatch.java b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTsFileEventBatch.java
index b4782507e47cd..7b1a6caf61069 100644
--- a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTsFileEventBatch.java
+++ b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTsFileEventBatch.java
@@ -57,12 +57,22 @@ public SubscriptionPipeTsFileEventBatch(
   @Override
   public synchronized void ack() {
     batch.decreaseEventsReferenceCount(this.getClass().getName(), true);
+    enrichedEvents.stream()
+        // only decrease reference count for tsfile event, since we already decrease reference count
+        // for tablet event in batch
+        .filter(event -> event instanceof PipeTsFileInsertionEvent)
+        .forEach(event -> event.decreaseReferenceCount(this.getClass().getName(), true));
   }
 
   @Override
   public synchronized void cleanUp(final boolean force) {
     // close batch, it includes clearing the reference count of events
     batch.close();
+
+    // clear the reference count of events
+    for (final EnrichedEvent enrichedEvent : enrichedEvents) {
+      enrichedEvent.clearReferenceCount(this.getClass().getName());
+    }
     enrichedEvents.clear();
   }
 
@@ -102,7 +112,6 @@ protected void onTsFileInsertionEvent(final TsFileInsertionEvent event) {
     } finally {
       try {
         event.close();
-        ((PipeTsFileInsertionEvent) event).decreaseReferenceCount(this.getClass().getName(), false);
       } catch (final Exception ignored) {
         // no exceptions will be thrown
       }