diff --git a/broker/src/main/java/org/apache/rocketmq/broker/BrokerController.java b/broker/src/main/java/org/apache/rocketmq/broker/BrokerController.java
index 76882cc71c1..5a2407f5f75 100644
--- a/broker/src/main/java/org/apache/rocketmq/broker/BrokerController.java
+++ b/broker/src/main/java/org/apache/rocketmq/broker/BrokerController.java
@@ -2601,10 +2601,6 @@ public boolean isIsolated() {
         return this.isIsolated;
     }
 
-    public TimerCheckpoint getTimerCheckpoint() {
-        return timerCheckpoint;
-    }
-
     public TopicRouteInfoManager getTopicRouteInfoManager() {
         return this.topicRouteInfoManager;
     }
diff --git a/broker/src/main/java/org/apache/rocketmq/broker/BrokerPreOnlineService.java b/broker/src/main/java/org/apache/rocketmq/broker/BrokerPreOnlineService.java
index de2ccb29399..1629838cc2e 100644
--- a/broker/src/main/java/org/apache/rocketmq/broker/BrokerPreOnlineService.java
+++ b/broker/src/main/java/org/apache/rocketmq/broker/BrokerPreOnlineService.java
@@ -182,12 +182,12 @@ private boolean syncMetadataReverse(String brokerAddr) {
                 }
             }
 
-            if (null != this.brokerController.getTimerCheckpoint() && this.brokerController.getTimerCheckpoint().getDataVersion().compare(timerCheckpoint.getDataVersion()) <= 0) {
+            if (null != this.brokerController.getTimerMessageStore().getTimerCheckpoint() && this.brokerController.getTimerMessageStore().getTimerCheckpoint().getDataVersion().compare(timerCheckpoint.getDataVersion()) <= 0) {
                 LOGGER.info("{}'s timerCheckpoint data version is larger than master broker, {}'s timerCheckpoint will be used.", brokerAddr, brokerAddr);
-                this.brokerController.getTimerCheckpoint().setLastReadTimeMs(timerCheckpoint.getLastReadTimeMs());
-                this.brokerController.getTimerCheckpoint().setMasterTimerQueueOffset(timerCheckpoint.getMasterTimerQueueOffset());
-                this.brokerController.getTimerCheckpoint().getDataVersion().assignNewOne(timerCheckpoint.getDataVersion());
-                this.brokerController.getTimerCheckpoint().flush();
+                this.brokerController.getTimerMessageStore().getTimerCheckpoint().setLastReadTimeMs(timerCheckpoint.getLastReadTimeMs());
+                this.brokerController.getTimerMessageStore().getTimerCheckpoint().setMasterTimerQueueOffset(timerCheckpoint.getMasterTimerQueueOffset());
+                this.brokerController.getTimerMessageStore().getTimerCheckpoint().getDataVersion().assignNewOne(timerCheckpoint.getDataVersion());
+                this.brokerController.getTimerMessageStore().getTimerCheckpoint().flush();
             }
 
             for (BrokerAttachedPlugin brokerAttachedPlugin : brokerController.getBrokerAttachedPlugins()) {
diff --git a/broker/src/main/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessor.java b/broker/src/main/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessor.java
index e7333ab91ad..effda2663a8 100644
--- a/broker/src/main/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessor.java
+++ b/broker/src/main/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessor.java
@@ -878,7 +878,7 @@ private RemotingCommand getAllTopicConfig(ChannelHandlerContext ctx, RemotingCom
 
     private RemotingCommand getTimerCheckPoint(ChannelHandlerContext ctx, RemotingCommand request) {
         final RemotingCommand response = RemotingCommand.createResponseCommand(ResponseCode.SYSTEM_ERROR, "Unknown");
-        TimerCheckpoint timerCheckpoint = this.brokerController.getTimerCheckpoint();
+        TimerCheckpoint timerCheckpoint = this.brokerController.getTimerMessageStore().getTimerCheckpoint();
         if (null == timerCheckpoint) {
             LOGGER.error("AdminBrokerProcessor#getTimerCheckPoint: checkpoint is null, caller={}", ctx.channel().remoteAddress());
             response.setCode(ResponseCode.SYSTEM_ERROR);
diff --git a/broker/src/main/java/org/apache/rocketmq/broker/slave/SlaveSynchronize.java b/broker/src/main/java/org/apache/rocketmq/broker/slave/SlaveSynchronize.java
index 2e3134016c7..403f8a480b3 100644
--- a/broker/src/main/java/org/apache/rocketmq/broker/slave/SlaveSynchronize.java
+++ b/broker/src/main/java/org/apache/rocketmq/broker/slave/SlaveSynchronize.java
@@ -239,10 +239,10 @@ public void syncTimerCheckPoint() {
                 if (null != brokerController.getMessageStore().getTimerMessageStore() &&
                         !brokerController.getTimerMessageStore().isShouldRunningDequeue()) {
                     TimerCheckpoint checkpoint = this.brokerController.getBrokerOuterAPI().getTimerCheckPoint(masterAddrBak);
-                    if (null != this.brokerController.getTimerCheckpoint()) {
-                        this.brokerController.getTimerCheckpoint().setLastReadTimeMs(checkpoint.getLastReadTimeMs());
-                        this.brokerController.getTimerCheckpoint().setMasterTimerQueueOffset(checkpoint.getMasterTimerQueueOffset());
-                        this.brokerController.getTimerCheckpoint().getDataVersion().assignNewOne(checkpoint.getDataVersion());
+                    if (null != this.brokerController.getTimerMessageStore().getTimerCheckpoint()) {
+                        this.brokerController.getTimerMessageStore().getTimerCheckpoint().setLastReadTimeMs(checkpoint.getLastReadTimeMs());
+                        this.brokerController.getTimerMessageStore().getTimerCheckpoint().setMasterTimerQueueOffset(checkpoint.getMasterTimerQueueOffset());
+                        this.brokerController.getTimerMessageStore().getTimerCheckpoint().getDataVersion().assignNewOne(checkpoint.getDataVersion());
                     }
                 }
             } catch (Exception e) {
diff --git a/broker/src/test/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessorTest.java b/broker/src/test/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessorTest.java
index 572be63e3f6..4c521cfe4a8 100644
--- a/broker/src/test/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessorTest.java
+++ b/broker/src/test/java/org/apache/rocketmq/broker/processor/AdminBrokerProcessorTest.java
@@ -1179,13 +1179,14 @@ public void testListAcl() throws RemotingCommandException {
 
     @Test
     public void testGetTimeCheckPoint() throws RemotingCommandException {
-        when(this.brokerController.getTimerCheckpoint()).thenReturn(null);
+        when(this.brokerController.getTimerMessageStore()).thenReturn(timerMessageStore);
+        when(this.timerMessageStore.getTimerCheckpoint()).thenReturn(null);
         RemotingCommand request = RemotingCommand.createRequestCommand(RequestCode.GET_TIMER_CHECK_POINT, null);
         RemotingCommand response = adminBrokerProcessor.processRequest(handlerContext, request);
         assertThat(response.getCode()).isEqualTo(ResponseCode.SYSTEM_ERROR);
         assertThat(response.getRemark()).isEqualTo("The checkpoint is null");
 
-        when(this.brokerController.getTimerCheckpoint()).thenReturn(new TimerCheckpoint());
+        when(this.timerMessageStore.getTimerCheckpoint()).thenReturn(new TimerCheckpoint());
         response = adminBrokerProcessor.processRequest(handlerContext, request);
         assertThat(response.getCode()).isEqualTo(ResponseCode.SUCCESS);
     }
diff --git a/broker/src/test/java/org/apache/rocketmq/broker/slave/SlaveSynchronizeTest.java b/broker/src/test/java/org/apache/rocketmq/broker/slave/SlaveSynchronizeTest.java
index c9461c42240..85da3824ccf 100644
--- a/broker/src/test/java/org/apache/rocketmq/broker/slave/SlaveSynchronizeTest.java
+++ b/broker/src/test/java/org/apache/rocketmq/broker/slave/SlaveSynchronizeTest.java
@@ -112,7 +112,7 @@ public void init() {
         when(brokerController.getQueryAssignmentProcessor()).thenReturn(queryAssignmentProcessor);
         when(brokerController.getMessageStore()).thenReturn(messageStore);
         when(brokerController.getTimerMessageStore()).thenReturn(timerMessageStore);
-        when(brokerController.getTimerCheckpoint()).thenReturn(timerCheckpoint);
+        when(timerMessageStore.getTimerCheckpoint()).thenReturn(timerCheckpoint);
         when(topicConfigManager.getDataVersion()).thenReturn(new DataVersion());
         when(topicConfigManager.getTopicConfigTable()).thenReturn(new ConcurrentHashMap<>());
         when(brokerController.getConsumerOffsetManager()).thenReturn(consumerOffsetManager);
diff --git a/test/src/test/java/org/apache/rocketmq/test/container/GetMetadataReverseIT.java b/test/src/test/java/org/apache/rocketmq/test/container/GetMetadataReverseIT.java
index b9bb7b2e1e1..4ebf9a85acf 100644
--- a/test/src/test/java/org/apache/rocketmq/test/container/GetMetadataReverseIT.java
+++ b/test/src/test/java/org/apache/rocketmq/test/container/GetMetadataReverseIT.java
@@ -282,7 +282,7 @@ public void testGetMetadataReverse_timerCheckPoint() throws Exception {
 
         awaitUntilSlaveOK();
 
-        await().atMost(Duration.ofMinutes(1)).until(() -> master1With3Replicas.getTimerCheckpoint().getMasterTimerQueueOffset() >= MESSAGE_COUNT);
+        await().atMost(Duration.ofMinutes(1)).until(() -> master1With3Replicas.getTimerMessageStore().getTimerCheckpoint().getMasterTimerQueueOffset() >= MESSAGE_COUNT);
 
         pushConsumer.shutdown();
     }