diff --git a/common/src/main/java/org/apache/uniffle/common/util/ThreadUtils.java b/common/src/main/java/org/apache/uniffle/common/util/ThreadUtils.java
index d84e6dc232..9f3c390987 100644
--- a/common/src/main/java/org/apache/uniffle/common/util/ThreadUtils.java
+++ b/common/src/main/java/org/apache/uniffle/common/util/ThreadUtils.java
@@ -54,6 +54,10 @@ public static ThreadFactory getNettyThreadFactory(String threadPoolPrefix) {
     return new DefaultThreadFactory(threadPoolPrefix, true);
   }
 
+  public static ThreadFactory getExceptionCatchingThreadFactory(String factoryName) {
+    return new ExceptionCatchingThreadFactory(getThreadFactory(factoryName));
+  }
+
   /**
    * Encapsulation of the ScheduledExecutorService
    *
@@ -62,8 +66,12 @@ public static ThreadFactory getNettyThreadFactory(String threadPoolPrefix) {
    */
   public static ScheduledExecutorService getDaemonSingleThreadScheduledExecutor(
       String factoryName) {
-    ScheduledThreadPoolExecutor executor =
-        new ScheduledThreadPoolExecutor(1, getThreadFactory(factoryName));
+    return getDaemonSingleThreadScheduledExecutor(getThreadFactory(factoryName));
+  }
+
+  public static ScheduledExecutorService getDaemonSingleThreadScheduledExecutor(
+      ThreadFactory threadFactory) {
+    ScheduledThreadPoolExecutor executor = new ScheduledThreadPoolExecutor(1, threadFactory);
     executor.setRemoveOnCancelPolicy(true);
     return executor;
   }
@@ -201,4 +209,19 @@ public static synchronized void printThreadInfo(StringBuilder builder, String ti
       builder.append(info + "\n");
     }
   }
+
+  private static class ExceptionCatchingThreadFactory implements ThreadFactory {
+    private final ThreadFactory delegate;
+
+    ExceptionCatchingThreadFactory(ThreadFactory delegate) {
+      this.delegate = delegate;
+    }
+
+    public Thread newThread(final Runnable runnable) {
+      Thread t = delegate.newThread(runnable);
+      t.setUncaughtExceptionHandler(
+          (t1, e) -> LOGGER.error("Thread {} threw an Exception.", t1, e));
+      return t;
+    }
+  }
 }
diff --git a/server/src/main/java/org/apache/uniffle/server/TopNShuffleDataSizeOfAppCalcTask.java b/server/src/main/java/org/apache/uniffle/server/TopNShuffleDataSizeOfAppCalcTask.java
index 1b22c64fcc..97ffb3cf41 100644
--- a/server/src/main/java/org/apache/uniffle/server/TopNShuffleDataSizeOfAppCalcTask.java
+++ b/server/src/main/java/org/apache/uniffle/server/TopNShuffleDataSizeOfAppCalcTask.java
@@ -19,7 +19,6 @@
 
 import java.util.List;
 import java.util.Map;
-import java.util.concurrent.Executors;
 import java.util.concurrent.ScheduledExecutorService;
 import java.util.concurrent.TimeUnit;
 import java.util.stream.Collectors;
@@ -28,6 +27,8 @@
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
+import org.apache.uniffle.common.util.ThreadUtils;
+
 public class TopNShuffleDataSizeOfAppCalcTask {
   private static final Logger LOG = LoggerFactory.getLogger(TopNShuffleDataSizeOfAppCalcTask.class);
 
@@ -51,7 +52,9 @@ public TopNShuffleDataSizeOfAppCalcTask(ShuffleTaskManager taskManager, ShuffleS
     this.gaugeInMemoryDataSize = ShuffleServerMetrics.gaugeInMemoryDataSizeUsage;
     this.gaugeOnLocalFileDataSize = ShuffleServerMetrics.gaugeOnDiskDataSizeUsage;
     this.gaugeOnHadoopDataSize = ShuffleServerMetrics.gaugeOnHadoopDataSizeUsage;
-    this.scheduler = Executors.newScheduledThreadPool(1);
+    this.scheduler =
+        ThreadUtils.getDaemonSingleThreadScheduledExecutor(
+            ThreadUtils.getExceptionCatchingThreadFactory("topN-shuffleDataSize-calc"));
   }
 
   private void calcTopNShuffleDataSize() {
@@ -127,7 +130,7 @@ public List<Map.Entry<String, ShuffleTaskInfo>> calcTopNOnHadoopDataSizeTaskInfo
 
   public void start() {
     LOG.info("TopNShuffleDataSizeOfAppCalcTask start schedule.");
-    this.scheduler.scheduleAtFixedRate(
+    this.scheduler.scheduleWithFixedDelay(
         this::calcTopNShuffleDataSize,
         0,
         topNShuffleDataTaskRefreshInterval,