diff --git a/seatunnel-engine/seatunnel-engine-common/src/main/java/org/apache/seatunnel/engine/common/config/server/ServerConfigOptions.java b/seatunnel-engine/seatunnel-engine-common/src/main/java/org/apache/seatunnel/engine/common/config/server/ServerConfigOptions.java
index c49929586d5..b5d02c03443 100644
--- a/seatunnel-engine/seatunnel-engine-common/src/main/java/org/apache/seatunnel/engine/common/config/server/ServerConfigOptions.java
+++ b/seatunnel-engine/seatunnel-engine-common/src/main/java/org/apache/seatunnel/engine/common/config/server/ServerConfigOptions.java
@@ -49,7 +49,7 @@ public class ServerConfigOptions {
     public static final Option<Integer> JOB_METRICS_BACKUP_INTERVAL =
             Options.key("job-metrics-backup-interval")
                     .intType()
-                    .defaultValue(60)
+                    .defaultValue(10)
                     .withDescription("The interval (in seconds) of job metrics backups");
 
     public static final Option<ThreadShareMode> TASK_EXECUTION_THREAD_SHARE_MODE =
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 3e18a458e39..971266e091a 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
@@ -269,11 +269,19 @@ public boolean isSavePointEnd() {
     }
 
     protected InvocationFuture<?> sendOperationToMemberNode(TaskOperation operation) {
+        log.debug(
+                "Sead Operation : "
+                        + operation.getClass().getSimpleName()
+                        + " to "
+                        + jobMaster.queryTaskGroupAddress(
+                                operation.getTaskLocation().getTaskGroupLocation())
+                        + " for task group:"
+                        + operation.getTaskLocation().getTaskGroupLocation());
         return NodeEngineUtil.sendOperationToMemberNode(
                 nodeEngine,
                 operation,
                 jobMaster.queryTaskGroupAddress(
-                        operation.getTaskLocation().getTaskGroupLocation().getTaskGroupId()));
+                        operation.getTaskLocation().getTaskGroupLocation()));
     }
 
     /**
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 0b840e22cb1..23d4010d31e 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
@@ -78,7 +78,6 @@
 import java.util.Collections;
 import java.util.List;
 import java.util.Map;
-import java.util.Optional;
 import java.util.concurrent.CompletableFuture;
 import java.util.concurrent.ExecutorService;
 
@@ -400,23 +399,23 @@ public void cleanJob() {
         removeJobIMap();
     }
 
-    public Address queryTaskGroupAddress(long taskGroupId) {
-        for (PipelineLocation pipelineLocation : ownedSlotProfilesIMap.keySet()) {
-            Optional<TaskGroupLocation> currentVertex =
-                    ownedSlotProfilesIMap.get(pipelineLocation).keySet().stream()
-                            .filter(
-                                    taskGroupLocation ->
-                                            taskGroupLocation.getTaskGroupId() == taskGroupId)
-                            .findFirst();
-            if (currentVertex.isPresent()) {
-                return ownedSlotProfilesIMap
-                        .get(pipelineLocation)
-                        .get(currentVertex.get())
-                        .getWorker();
+    public Address queryTaskGroupAddress(TaskGroupLocation taskGroupLocation) {
+
+        PipelineLocation pipelineLocation =
+                new PipelineLocation(
+                        taskGroupLocation.getJobId(), taskGroupLocation.getPipelineId());
+
+        Map<TaskGroupLocation, SlotProfile> taskGroupLocationSlotProfileMap =
+                ownedSlotProfilesIMap.get(pipelineLocation);
+
+        if (null != taskGroupLocationSlotProfileMap) {
+            SlotProfile slotProfile = taskGroupLocationSlotProfileMap.get(taskGroupLocation);
+            if (null != slotProfile) {
+                return slotProfile.getWorker();
             }
         }
         throw new IllegalArgumentException(
-                "can't find task group address from task group id: " + taskGroupId);
+                "can't find task group address from taskGroupLocation: " + taskGroupLocation);
     }
 
     public ClassLoader getClassLoader() {
diff --git a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/scheduler/PipelineBaseScheduler.java b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/scheduler/PipelineBaseScheduler.java
index 2bc3b2a5be2..fc6aff87f9a 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/scheduler/PipelineBaseScheduler.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/scheduler/PipelineBaseScheduler.java
@@ -97,7 +97,10 @@ private CompletableFuture<Void> schedulerPipeline(SubPlan pipeline) {
                             pipeline,
                             jobMaster.getOwnedSlotProfiles(pipeline.getPipelineLocation()));
 
-            log.debug("slotProfiles: {}", slotProfiles);
+            log.debug(
+                    "slotProfiles: {}, PipelineLocation: {}",
+                    slotProfiles,
+                    pipeline.getPipelineLocation());
 
             // To ensure release pipeline resource after new master node active, we need store
             // slotProfiles first and then deploy tasks.
diff --git a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/task/operation/GetTaskGroupAddressOperation.java b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/task/operation/GetTaskGroupAddressOperation.java
index 50a887176d9..ecb94e85c0f 100644
--- a/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/task/operation/GetTaskGroupAddressOperation.java
+++ b/seatunnel-engine/seatunnel-engine-server/src/main/java/org/apache/seatunnel/engine/server/task/operation/GetTaskGroupAddressOperation.java
@@ -52,10 +52,7 @@ public void run() throws Exception {
                         () ->
                                 server.getCoordinatorService()
                                         .getJobMaster(taskLocation.getJobId())
-                                        .queryTaskGroupAddress(
-                                                taskLocation
-                                                        .getTaskGroupLocation()
-                                                        .getTaskGroupId()),
+                                        .queryTaskGroupAddress(taskLocation.getTaskGroupLocation()),
                         new RetryUtils.RetryMaterial(
                                 Constant.OPERATION_RETRY_TIME,
                                 true,