diff --git a/pulsar-broker/src/main/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImpl.java b/pulsar-broker/src/main/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImpl.java
index 75c60e2687942..ff4fc2d372c0f 100644
--- a/pulsar-broker/src/main/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImpl.java
+++ b/pulsar-broker/src/main/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImpl.java
@@ -67,6 +67,7 @@
 import org.apache.pulsar.client.util.ExecutorProvider;
 import org.apache.pulsar.common.naming.NamespaceBundle;
 import org.apache.pulsar.common.naming.NamespaceBundleFactory;
+import org.apache.pulsar.common.naming.NamespaceBundles;
 import org.apache.pulsar.common.naming.NamespaceName;
 import org.apache.pulsar.common.naming.ServiceUnitId;
 import org.apache.pulsar.common.policies.data.ResourceQuota;
@@ -368,6 +369,16 @@ public CompletableFuture<Set<String>> getAvailableBrokersAsync() {
         return future;
     }
 
+    private boolean checkBundleDataExistInNamespaceBundles(NamespaceBundles namespaceBundles,
+                                                           NamespaceBundle bundleRange) {
+        try {
+            namespaceBundles.validateBundle(bundleRange);
+            return true;
+        } catch (IllegalArgumentException e) {
+            return false;
+        }
+    }
+
     // Attempt to local the data for the given bundle in metadata store
     // If it cannot be found, return the default bundle data.
     @Override
@@ -762,8 +773,14 @@ public void checkNamespaceBundleSplit() {
                 try {
                     final String namespaceName = LoadManagerShared.getNamespaceNameFromBundleName(bundleName);
                     final String bundleRange = LoadManagerShared.getBundleRangeFromBundleName(bundleName);
-                    if (!namespaceBundleFactory
-                            .canSplitBundle(namespaceBundleFactory.getBundle(namespaceName, bundleRange))) {
+                    NamespaceBundle bundle = namespaceBundleFactory.getBundle(namespaceName, bundleRange);
+                    if (!namespaceBundleFactory.canSplitBundle(bundle)) {
+                        continue;
+                    }
+
+                    NamespaceBundles bundles = namespaceBundleFactory.getBundles(NamespaceName.get(namespaceName));
+                    if (!checkBundleDataExistInNamespaceBundles(bundles, bundle)) {
+                        log.warn("Bundle {} has been removed, skip split this bundle ", bundleName);
                         continue;
                     }
 
@@ -1113,7 +1130,7 @@ public void writeBrokerDataOnZooKeeper() {
 
     @Override
     public void writeBrokerDataOnZooKeeper(boolean force) {
-        lock.lock();
+//        lock.lock();
         try {
             updateLocalBrokerData();
 
@@ -1137,7 +1154,7 @@ public void writeBrokerDataOnZooKeeper(boolean force) {
                 throw (ConcurrentModificationException) e;
             }
         } finally {
-            lock.unlock();
+//            lock.unlock();
         }
     }
 
diff --git a/pulsar-broker/src/main/java/org/apache/pulsar/common/naming/NamespaceBundles.java b/pulsar-broker/src/main/java/org/apache/pulsar/common/naming/NamespaceBundles.java
index 27c73edc6b597..c298eb8aa365b 100644
--- a/pulsar-broker/src/main/java/org/apache/pulsar/common/naming/NamespaceBundles.java
+++ b/pulsar-broker/src/main/java/org/apache/pulsar/common/naming/NamespaceBundles.java
@@ -106,7 +106,7 @@ public int size() {
         return bundles.size();
     }
 
-    public void validateBundle(NamespaceBundle nsBundle) throws Exception {
+    public void validateBundle(NamespaceBundle nsBundle) throws IllegalArgumentException {
         int idx = Arrays.binarySearch(partitions, nsBundle.getLowerEndpoint());
         checkArgument(idx >= 0, "Cannot find bundle %s in the bundles list", nsBundle);
         NamespaceBundle foundBundle = bundles.get(idx);
diff --git a/pulsar-broker/src/test/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImplTest.java b/pulsar-broker/src/test/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImplTest.java
index ad07dbfa21758..4d2bca8b22e61 100644
--- a/pulsar-broker/src/test/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImplTest.java
+++ b/pulsar-broker/src/test/java/org/apache/pulsar/broker/loadbalance/impl/ModularLoadManagerImplTest.java
@@ -1130,4 +1130,50 @@ public void testRemoveNonExistBundleData()
         assertFalse(bundlesAfterSplit.contains(bundleWillBeSplit.getBundleRange()));
     }
 
+    @Test
+    public void testRepeatSplitBundle() throws Exception {
+        final String cluster = "use";
+        final String tenant = "my-tenant";
+        final String namespace = "repeat-split-bundle";
+        final String topicName = tenant + "/" + namespace + "/" + "topic";
+        int bundleNumbers = 8;
+
+        admin1.clusters().createCluster(cluster, ClusterData.builder()
+            .serviceUrl(pulsar1.getWebServiceAddress()).build());
+        admin1.tenants().createTenant(tenant,
+            new TenantInfoImpl(Sets.newHashSet("appid1", "appid2"), Sets.newHashSet(cluster)));
+        admin1.namespaces().createNamespace(tenant + "/" + namespace, bundleNumbers);
+
+        LoadData loadData = (LoadData) getField(primaryLoadManager, "loadData");
+        LocalBrokerData localData = (LocalBrokerData) getField(primaryLoadManager, "localData");
+
+        @Cleanup
+        PulsarClient pulsarClient = PulsarClient.builder().serviceUrl(pulsar1.getBrokerServiceUrl()).build();
+
+        // create a lot of topic to fully distributed among bundles.
+        for (int i = 0; i < 10; i++) {
+            String topicNameI = topicName + i;
+            admin1.topics().createPartitionedTopic(topicNameI, 20);
+            // trigger bundle assignment
+
+            pulsarClient.newConsumer().topic(topicNameI)
+                    .subscriptionName("my-subscriber-name2").subscribe();
+        }
+
+        String topicToFindBundle = topicName + 0;
+        NamespaceBundle realBundle = pulsar1.getNamespaceService().getBundle(TopicName.get(topicToFindBundle));
+        String bundleKey = realBundle.toString();
+        log.info("Before bundle={}", bundleKey);
+
+        NamespaceBundleStats stats = new NamespaceBundleStats();
+        stats.msgRateIn = 100000.0;
+        localData.getLastStats().put(bundleKey, stats);
+        pulsar1.getBrokerService().updateRates();
+
+        primaryLoadManager.updateAll();
+
+        primaryLoadManager.updateAll();
+        Assert.assertFalse(loadData.getBundleData().containsKey(bundleKey));
+    }
+
 }