diff --git a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/broker/SubscriptionPrefetchingQueue.java b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/broker/SubscriptionPrefetchingQueue.java
index bb4ba0deb1ff..e23f5fb05275 100644
--- a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/broker/SubscriptionPrefetchingQueue.java
+++ b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/broker/SubscriptionPrefetchingQueue.java
@@ -251,7 +251,12 @@ public void executePrefetchInternal() {
             }
 
             // nack pollable event and re-enqueue it to prefetchingQueue
-            if (ev.pollable()) {
+            if (ev.eagerlyPollable()) {
+              ev.nack(); // now pollable (the nack operation here is actually unnecessary)
+              enqueueEventToPrefetchingQueue(ev);
+              // no need to log warn for eagerly pollable event
+              return null; // remove this entry
+            } else if (ev.pollable()) {
               ev.nack(); // now pollable
               enqueueEventToPrefetchingQueue(ev);
               LOGGER.warn(
diff --git a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/SubscriptionEvent.java b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/SubscriptionEvent.java
index d3672e2e21e7..2f7902f1c6b1 100644
--- a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/SubscriptionEvent.java
+++ b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/SubscriptionEvent.java
@@ -190,6 +190,11 @@ public void recordLastPolledTimestamp() {
     } while (!lastPolledTimestamp.compareAndSet(currentTimestamp, newTimestamp));
   }
 
+  /**
+   * @return {@code true} if this event is pollable, including eagerly pollable (by active nack) and
+   *     lazily pollable (by inactive recycle); For events that have already been committed, they
+   *     are not pollable.
+   */
   public boolean pollable() {
     if (isCommitted()) {
       return false;
@@ -200,6 +205,17 @@ public boolean pollable() {
     return canRecycle();
   }
 
+  /**
+   * @return {@code true} if this event is eagerly pollable; For events that have already been
+   *     committed, they are not pollable.
+   */
+  public boolean eagerlyPollable() {
+    if (isCommitted()) {
+      return false;
+    }
+    return lastPolledTimestamp.get() == INVALID_TIMESTAMP;
+  }
+
   private boolean canRecycle() {
     // Recycle events that may not be able to be committed, i.e., those that have been polled but
     // not committed within a certain period of time.
@@ -403,9 +419,7 @@ public String getFileName() {
 
   @Override
   public String toString() {
-    return "SubscriptionEvent{pipeEvents="
-        + pipeEvents.toString()
-        + ", responses="
+    return "SubscriptionEvent{responses="
         + Arrays.toString(responses)
         + ", responses' byte buffer size="
         + Arrays.stream(byteBuffers)
@@ -423,6 +437,8 @@ public String toString() {
         + lastPolledTimestamp
         + ", committedTimestamp="
         + committedTimestamp
+        + ", pipeEvents="
+        + pipeEvents
         + "}";
   }
 }
diff --git a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTabletEventBatch.java b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTabletEventBatch.java
index abd73e030696..54363ac8c7cb 100644
--- a/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTabletEventBatch.java
+++ b/iotdb-core/datanode/src/main/java/org/apache/iotdb/db/subscription/event/batch/SubscriptionPipeTabletEventBatch.java
@@ -201,15 +201,24 @@ public String toString() {
   @Override
   protected Map<String, String> coreReportMessage() {
     final Map<String, String> coreReportMessage = super.coreReportMessage();
-    coreReportMessage.put(
-        "enrichedEvents",
-        enrichedEvents.stream()
-            .map(EnrichedEvent::coreReportMessage)
-            .collect(Collectors.toList())
-            .toString());
+    coreReportMessage.put("enrichedEvents", formatEnrichedEvents(enrichedEvents, 4));
     coreReportMessage.put("size of tablets", String.valueOf(tablets.size()));
     coreReportMessage.put("firstEventProcessingTime", String.valueOf(firstEventProcessingTime));
     coreReportMessage.put("totalBufferSize", String.valueOf(totalBufferSize));
     return coreReportMessage;
   }
+
+  private static String formatEnrichedEvents(
+      final List<EnrichedEvent> enrichedEvents, final int threshold) {
+    final List<String> eventMessageList =
+        enrichedEvents.stream()
+            .limit(threshold)
+            .map(EnrichedEvent::coreReportMessage)
+            .collect(Collectors.toList());
+    if (eventMessageList.size() > threshold) {
+      eventMessageList.add(
+          String.format("omit the remaining %s event(s)...", eventMessageList.size() - threshold));
+    }
+    return eventMessageList.toString();
+  }
 }