diff --git a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointCoordinator.java b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointCoordinator.java
index a2dab3d48c3..1274a14f46b 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointCoordinator.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointCoordinator.java
@@ -225,7 +225,7 @@ private void scheduleTriggerPendingCheckpoint(long delayMills) {
         scheduler.schedule(this::tryTriggerPendingCheckpoint, delayMills, TimeUnit.MILLISECONDS);
     }
 
-    private void tryTriggerPendingCheckpoint() {
+    protected void tryTriggerPendingCheckpoint() {
         synchronized (lock) {
             final long currentTimestamp = Instant.now().toEpochMilli();
             if (currentTimestamp - latestTriggerTimestamp.get() >= coordinatorConfig.getCheckpointInterval() &&
@@ -427,6 +427,7 @@ public void completePendingCheckpoint(CompletedCheckpoint completedCheckpoint) {
         } catch (IOException | CheckpointStorageException e) {
             sneakyThrow(e);
         }
+        LOG.info("pending checkpoint({}/{}@{}) notify finished!", completedCheckpoint.getCheckpointId(), completedCheckpoint.getPipelineId(), completedCheckpoint.getJobId());
         InvocationFuture<?>[] invocationFutures = notifyCheckpointCompleted(checkpointId);
         CompletableFuture.allOf(invocationFutures).join();
         // TODO: notifyCheckpointCompleted fail
diff --git a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManager.java b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManager.java
index fd48f7e6553..21054d535c2 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManager.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManager.java
@@ -38,11 +38,11 @@
 import org.apache.seatunnel.engine.server.execution.TaskGroup;
 import org.apache.seatunnel.engine.server.execution.TaskGroupLocation;
 import org.apache.seatunnel.engine.server.execution.TaskLocation;
+import org.apache.seatunnel.engine.server.master.JobMaster;
 import org.apache.seatunnel.engine.server.task.operation.TaskOperation;
 import org.apache.seatunnel.engine.server.task.statemachine.SeaTunnelTaskState;
 import org.apache.seatunnel.engine.server.utils.NodeEngineUtil;
 
-import com.hazelcast.cluster.Address;
 import com.hazelcast.map.IMap;
 import com.hazelcast.spi.impl.NodeEngine;
 import com.hazelcast.spi.impl.operationservice.impl.InvocationFuture;
@@ -67,8 +67,6 @@ public class CheckpointManager {
 
     private final NodeEngine nodeEngine;
 
-    private final Map<Long, Address> subtaskWithAddresses;
-
     /**
      * key: the pipeline id of the job;
      * <br> value: the checkpoint coordinator of the pipeline;
@@ -77,13 +75,15 @@ public class CheckpointManager {
 
     private final CheckpointStorage checkpointStorage;
 
+    private final JobMaster jobMaster;
     public CheckpointManager(long jobId,
                              NodeEngine nodeEngine,
+                             JobMaster jobMaster,
                              Map<Integer, CheckpointPlan> checkpointPlanMap,
                              CheckpointConfig checkpointConfig) throws CheckpointStorageException {
         this.jobId = jobId;
         this.nodeEngine = nodeEngine;
-        this.subtaskWithAddresses = new HashMap<>();
+        this.jobMaster = jobMaster;
         this.checkpointStorage = FactoryUtil.discoverFactory(Thread.currentThread().getContextClassLoader(), CheckpointStorageFactory.class, checkpointConfig.getStorage().getStorage())
             .create(new HashMap<>());
         IMap<Integer, Long> checkpointIdMap = nodeEngine.getHazelcastInstance().getMap(String.format("checkpoint-id-%d", jobId));
@@ -131,6 +131,10 @@ public PassiveCompletableFuture<CompletedCheckpoint> triggerSavepoint(int pipeli
         return getCheckpointCoordinator(pipelineId).startSavepoint();
     }
 
+    public void reportedPipelineRunning(int pipelineId) {
+        getCheckpointCoordinator(pipelineId).tryTriggerPendingCheckpoint();
+    }
+
     private CheckpointCoordinator getCheckpointCoordinator(TaskLocation taskLocation) {
         return getCheckpointCoordinator(taskLocation.getPipelineId());
     }
@@ -147,9 +151,9 @@ private CheckpointCoordinator getCheckpointCoordinator(int pipelineId) {
      * Called by the {@link Task}.
      * <br> used by Task to report the {@link SeaTunnelTaskState} of the state machine.
      */
-    public void reportedTask(TaskReportStatusOperation reportStatusOperation, Address address) {
+    public void reportedTask(TaskReportStatusOperation reportStatusOperation) {
         // task address may change during restore.
-        subtaskWithAddresses.put(reportStatusOperation.getLocation().getTaskID(), address);
+        log.debug("reported task({}) status{}", reportStatusOperation.getLocation().getTaskID(), reportStatusOperation.getStatus());
         getCheckpointCoordinator(reportStatusOperation.getLocation()).reportedTask(reportStatusOperation);
     }
 
@@ -211,6 +215,6 @@ public void acknowledgeTask(TaskAcknowledgeOperation ackOperation) {
     }
 
     protected InvocationFuture<?> sendOperationToMemberNode(TaskOperation operation) {
-        return NodeEngineUtil.sendOperationToMemberNode(nodeEngine, operation, subtaskWithAddresses.get(operation.getTaskLocation().getTaskID()));
+        return NodeEngineUtil.sendOperationToMemberNode(nodeEngine, operation, jobMaster.queryTaskGroupAddress(operation.getTaskLocation().getTaskGroupLocation().getTaskGroupId()));
     }
 }
diff --git a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/operation/TaskReportStatusOperation.java b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/operation/TaskReportStatusOperation.java
index d5ea0d078cb..171353e6bdf 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/operation/TaskReportStatusOperation.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/checkpoint/operation/TaskReportStatusOperation.java
@@ -67,6 +67,6 @@ public void run() {
         ((SeaTunnelServer) getService())
             .getCoordinatorService().getJobMaster(location.getJobId())
             .getCheckpointManager()
-            .reportedTask(this, getCallerAddress());
+            .reportedTask(this);
     }
 }
diff --git a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/master/JobMaster.java b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/master/JobMaster.java
index 2df8df9c403..83a2af5608e 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/master/JobMaster.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/master/JobMaster.java
@@ -151,6 +151,7 @@ public void init(long initializationTimestamp) throws Exception {
         this.checkpointManager = new CheckpointManager(
             jobImmutableInformation.getJobId(),
             nodeEngine,
+            this,
             planTuple.f1(),
             checkpointConfig);
     }
diff --git a/seatunnel-engine/seatunnel-engine-server/src/test/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManagerTest.java b/seatunnel-engine/seatunnel-engine-server/src/test/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManagerTest.java
index 0ee8bbd80a6..c281a15f550 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/test/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManagerTest.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/test/java/org/apache/seatunnel/engine/server/checkpoint/CheckpointManagerTest.java
@@ -64,6 +64,7 @@ public void testHAByIMapCheckpointIDCounter() throws CheckpointStorageException
         CheckpointManager checkpointManager = new CheckpointManager(
             jobId,
             nodeEngine,
+            null,
             planMap,
             new CheckpointConfig());
         Assertions.assertTrue(checkpointManager.isCompletedPipeline(1));