diff --git a/server/src/main/java/org/apache/uniffle/server/ShuffleTaskManager.java b/server/src/main/java/org/apache/uniffle/server/ShuffleTaskManager.java
index b482584236..4083791803 100644
--- a/server/src/main/java/org/apache/uniffle/server/ShuffleTaskManager.java
+++ b/server/src/main/java/org/apache/uniffle/server/ShuffleTaskManager.java
@@ -779,6 +779,11 @@ public boolean isAppExpired(String appId) {
    * @param shuffleIds
    */
   public void removeResourcesByShuffleIds(String appId, List<Integer> shuffleIds) {
+    removeResourcesByShuffleIds(appId, shuffleIds, false);
+  }
+
+  public void removeResourcesByShuffleIds(
+      String appId, List<Integer> shuffleIds, boolean isTwoPhases) {
     Lock writeLock = getAppWriteLock(appId);
     writeLock.lock();
     try {
@@ -811,7 +816,7 @@ public void removeResourcesByShuffleIds(String appId, List<Integer> shuffleIds)
       withTimeoutExecution(
           () -> {
             storageManager.removeResources(
-                new ShufflePurgeEvent(appId, getUserByAppId(appId), shuffleIds));
+                new ShufflePurgeEvent(appId, getUserByAppId(appId), shuffleIds, isTwoPhases));
             return null;
           },
           storageRemoveOperationTimeoutSec,
@@ -995,7 +1000,7 @@ public void removeShuffleDataAsync(String appId) {
 
   @VisibleForTesting
   public void removeShuffleDataSync(String appId, int shuffleId) {
-    removeResourcesByShuffleIds(appId, Arrays.asList(shuffleId));
+    removeResourcesByShuffleIds(appId, Arrays.asList(shuffleId),true);
   }
 
   public ShuffleDataDistributionType getDataDistributionType(String appId) {
diff --git a/server/src/main/java/org/apache/uniffle/server/event/ShufflePurgeEvent.java b/server/src/main/java/org/apache/uniffle/server/event/ShufflePurgeEvent.java
index cbc39aab84..32750990b0 100644
--- a/server/src/main/java/org/apache/uniffle/server/event/ShufflePurgeEvent.java
+++ b/server/src/main/java/org/apache/uniffle/server/event/ShufflePurgeEvent.java
@@ -22,6 +22,11 @@
 public class ShufflePurgeEvent extends PurgeEvent {
 
   public ShufflePurgeEvent(String appId, String user, List<Integer> shuffleIds) {
-    super(appId, user, shuffleIds);
+    this(appId, user, shuffleIds, false);
+  }
+
+  public ShufflePurgeEvent(
+      String appId, String user, List<Integer> shuffleIds, boolean isTwoPhases) {
+    super(appId, user, shuffleIds, isTwoPhases);
   }
 }
diff --git a/server/src/main/java/org/apache/uniffle/server/storage/HadoopDeletionStrategy.java b/server/src/main/java/org/apache/uniffle/server/storage/HadoopDeletionStrategy.java
index 9c8daa58d3..270214dc26 100644
--- a/server/src/main/java/org/apache/uniffle/server/storage/HadoopDeletionStrategy.java
+++ b/server/src/main/java/org/apache/uniffle/server/storage/HadoopDeletionStrategy.java
@@ -102,7 +102,7 @@ void deleteShuffleData(List<String> deletePaths, Storage storage, PurgeEvent eve
       if (!isSucess) {
         ShuffleServerMetrics.counterHadoopTwoPhasesDeletionFailed.inc();
         LOG.warn(
-            "Remove the case where the clearNeedDeleteHadoopPathThread queue is full and cannot accept elements.");
+            "Remove the case where the twoPhasesDeletionEventQueue queue is full and cannot accept elements.");
       }
     } else {
       deleteHandler.delete(deletePaths.toArray(new String[0]), appId, event.getUser());
diff --git a/server/src/main/java/org/apache/uniffle/server/storage/LocalDeletionStrategy.java b/server/src/main/java/org/apache/uniffle/server/storage/LocalDeletionStrategy.java
index 5ba61b5567..9dcc894a1d 100644
--- a/server/src/main/java/org/apache/uniffle/server/storage/LocalDeletionStrategy.java
+++ b/server/src/main/java/org/apache/uniffle/server/storage/LocalDeletionStrategy.java
@@ -85,7 +85,7 @@ void deleteShuffleData(List<String> deletePaths, Storage storage, PurgeEvent eve
       boolean isSucess = twoPhasesDeletionEventQueue.offer(asynchronousDeleteEvent);
       if (!isSucess) {
         LOG.warn(
-            "Remove the case where the clearNeedDeleteHadoopPathThread queue is full and cannot accept elements.");
+            "Remove the case where the twoPhasesDeletionEventQueue queue is full and cannot accept elements.");
         ShuffleServerMetrics.counterLocalTwoPhasesDeletionFaileTd.inc();
       }
     } else {