diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/base/AbstractJob.java b/fe/fe-core/src/main/java/org/apache/doris/job/base/AbstractJob.java
index 5fb6eb7945ee76b..23f853709ffeb1e 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/base/AbstractJob.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/base/AbstractJob.java
@@ -41,7 +41,6 @@
 import java.io.IOException;
 import java.util.ArrayList;
 import java.util.Collection;
-import java.util.Collections;
 import java.util.Comparator;
 import java.util.List;
 import java.util.Map;
@@ -116,7 +115,7 @@ public List<T> queryAllTasks() {
         if (CollectionUtils.isEmpty(runningTasks)) {
             return queryTasks();
         }
-       
+
         List<T> historyTasks = queryTasks();
         if (CollectionUtils.isNotEmpty(historyTasks)) {
             tasks.addAll(historyTasks);
@@ -127,7 +126,7 @@ public List<T> queryAllTasks() {
                 tasks.add(task);
             }
         });
-        Comparator<T> taskComparator = Comparator.comparingLong(AbstractTask::getCreateTimeMs);
+        Comparator<T> taskComparator = Comparator.comparingLong(T::getCreateTimeMs).reversed();
         tasks.sort(taskComparator);
         return tasks;
     }
@@ -156,7 +155,7 @@ public void checkJobParams() {
         checkJobParamsInternal();
     }
 
-    public void updateJobStatus(JobStatus newJobStatus) {
+    public void updateJobStatus(JobStatus newJobStatus) throws JobException {
         if (null == newJobStatus) {
             throw new IllegalArgumentException("jobStatus cannot be null");
         }
@@ -172,6 +171,9 @@ public void updateJobStatus(JobStatus newJobStatus) {
             throw new IllegalArgumentException(String.format("Can't update job %s status to the %s status",
                     jobStatus.name(), this.jobStatus.name()));
         }
+        if (JobStatus.PAUSED.equals(newJobStatus)) {
+            cancelAllTasks();
+        }
         jobStatus = newJobStatus;
     }
 
@@ -186,19 +188,19 @@ public static AbstractJob readFields(DataInput in) throws IOException {
     }
 
     @Override
-    public void onTaskFail(T task) {
+    public void onTaskFail(T task) throws JobException {
         updateJobStatusIfEnd();
         runningTasks.remove(task);
     }
 
     @Override
-    public void onTaskSuccess(T task) {
+    public void onTaskSuccess(T task) throws JobException {
         updateJobStatusIfEnd();
         runningTasks.remove(task);
 
     }
 
-    private void updateJobStatusIfEnd() {
+    private void updateJobStatusIfEnd() throws JobException {
         JobExecuteType executeType = getJobConfig().getExecuteType();
         if (executeType.equals(JobExecuteType.MANUAL)) {
             return;
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/base/Job.java b/fe/fe-core/src/main/java/org/apache/doris/job/base/Job.java
index fef447d160f1899..73e172b5b274142 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/base/Job.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/base/Job.java
@@ -102,14 +102,14 @@ public interface Job<T extends AbstractTask> {
      *
      * @param task The failed task.
      */
-    void onTaskFail(T task);
+    void onTaskFail(T task) throws JobException;
 
     /**
      * Notifies the job when a task execution is successful.
      *
      * @param task The successful task.
      */
-    void onTaskSuccess(T task);
+    void onTaskSuccess(T task) throws JobException;
 
     /**
      * get the job's show info, which is used to sql show the job information
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/executor/DispatchTaskHandler.java b/fe/fe-core/src/main/java/org/apache/doris/job/executor/DispatchTaskHandler.java
index f508c20de0ebb3e..c9192b5f2b522ab 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/executor/DispatchTaskHandler.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/executor/DispatchTaskHandler.java
@@ -17,8 +17,6 @@
 
 package org.apache.doris.job.executor;
 
-import lombok.extern.log4j.Log4j2;
-import org.apache.commons.collections.CollectionUtils;
 import org.apache.doris.job.base.AbstractJob;
 import org.apache.doris.job.common.JobStatus;
 import org.apache.doris.job.common.JobType;
@@ -28,6 +26,8 @@
 import org.apache.doris.job.task.AbstractTask;
 
 import com.lmax.disruptor.WorkHandler;
+import lombok.extern.log4j.Log4j2;
+import org.apache.commons.collections.CollectionUtils;
 
 import java.util.List;
 import java.util.Map;
@@ -50,16 +50,18 @@ public DispatchTaskHandler(Map<JobType, TaskDisruptor<T>> disruptorMap) {
     @Override
     public void onEvent(TimerJobEvent<T> event) {
         try {
-            log.info("dispatch timer job, job id is {}, job name is {}", event.getJob().getJobId(), event.getJob().getJobName());
+            log.info("dispatch timer job, job id is {}, job name is {}", event.getJob().getJobId(),
+                    event.getJob().getJobName());
             if (null == event.getJob()) {
                 log.info("job is null,may be job is deleted, ignore");
                 return;
             }
             if (event.getJob().isReadyForScheduling() && event.getJob().getJobStatus() == JobStatus.RUNNING) {
                 List<? extends AbstractTask> tasks = event.getJob().createTasks(TaskType.SCHEDULED);
-                if(CollectionUtils.isEmpty(tasks)) {
-                    log.warn("job is ready for scheduling, but create task is empty, skip scheduler, job id is {}," +
-                            " job name is {}", event.getJob().getJobId(), event.getJob().getJobName());
+                if (CollectionUtils.isEmpty(tasks)) {
+                    log.warn("job is ready for scheduling, but create task is empty, skip scheduler,"
+                            + "job id is {}," + " job name is {}", event.getJob().getJobId(),
+                            event.getJob().getJobName());
                     return;
                 }
                 JobType jobType = event.getJob().getJobType();
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/executor/TimerJobSchedulerTask.java b/fe/fe-core/src/main/java/org/apache/doris/job/executor/TimerJobSchedulerTask.java
index d2c740cd55e4055..aab205435b65e7e 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/executor/TimerJobSchedulerTask.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/executor/TimerJobSchedulerTask.java
@@ -17,14 +17,12 @@
 
 package org.apache.doris.job.executor;
 
-import lombok.extern.log4j.Log4j2;
 import org.apache.doris.job.base.AbstractJob;
 import org.apache.doris.job.disruptor.TaskDisruptor;
 
 import io.netty.util.Timeout;
 import io.netty.util.TimerTask;
-import jline.internal.Log;
-import lombok.extern.slf4j.Slf4j;
+import lombok.extern.log4j.Log4j2;
 
 @Log4j2
 public class TimerJobSchedulerTask<T extends AbstractJob<?>> implements TimerTask {
@@ -43,7 +41,7 @@ public void run(Timeout timeout) {
         try {
             dispatchDisruptor.publishEvent(this.job);
         } catch (Exception e) {
-            Log.warn("dispatch timer job error, task id is {}", this.job.getJobId(), e);
+            log.warn("dispatch timer job error, task id is {}", this.job.getJobId(), e);
         }
     }
 }
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertJob.java b/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertJob.java
index d1a429238799c08..033e31f3311381e 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertJob.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertJob.java
@@ -69,7 +69,7 @@ public class InsertJob extends AbstractJob<InsertTask> {
 
     @Override
     public List<InsertTask> createTasks(TaskType taskType) {
-        if(CollectionUtils.isNotEmpty(getRunningTasks())){
+        if (CollectionUtils.isNotEmpty(getRunningTasks())) {
             return new ArrayList<>();
         }
         InsertTask task = new InsertTask(null, getCurrentDbName(), getExecuteSql(), getCreateUser());
@@ -176,7 +176,7 @@ public void onTaskFail(InsertTask task) {
     }
 
     @Override
-    public void onTaskSuccess(InsertTask task) {
+    public void onTaskSuccess(InsertTask task) throws JobException {
         super.onTaskSuccess(task);
     }
 
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertTask.java b/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertTask.java
index 92208932a69be00..6b5294187f0f2b9 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertTask.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/extensions/insert/InsertTask.java
@@ -115,6 +115,9 @@ public InsertTask(String labelName, String currentDb, String sql, UserIdentity u
     @Override
     public void run() throws JobException {
         try {
+            if (isCanceled.get()) {
+                return;
+            }
             command.run(ctx, stmtExecutor);
         } catch (Exception e) {
             throw new JobException(e);
@@ -187,11 +190,11 @@ public List<String> getShowInfo() {
         jobInfo.add(loadJob.getUserInfo().getQualifiedUser());
         return jobInfo;
     }
-    
+
     // if task not start, load job is null,return pending task show info
-    private List<String> getPendingTaskShowInfo(){
+    private List<String> getPendingTaskShowInfo() {
         List<String> datas = new ArrayList<>();
-        
+
         datas.add(String.valueOf(getTaskId()));
         datas.add(getJobId() + "_" + getTaskId());
         datas.add(getStatus().name());
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/manager/JobManager.java b/fe/fe-core/src/main/java/org/apache/doris/job/manager/JobManager.java
index 4182d3acc902c5a..a6142b7cf3932e0 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/manager/JobManager.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/manager/JobManager.java
@@ -17,7 +17,6 @@
 
 package org.apache.doris.job.manager;
 
-import lombok.extern.log4j.Log4j2;
 import org.apache.doris.catalog.Env;
 import org.apache.doris.common.io.Writable;
 import org.apache.doris.common.util.LogBuilder;
@@ -30,7 +29,7 @@
 import org.apache.doris.job.scheduler.JobScheduler;
 import org.apache.doris.job.task.AbstractTask;
 
-import lombok.extern.slf4j.Slf4j;
+import lombok.extern.log4j.Log4j2;
 import org.apache.commons.lang3.StringUtils;
 
 import java.io.DataInput;
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/manager/TaskTokenManager.java b/fe/fe-core/src/main/java/org/apache/doris/job/manager/TaskTokenManager.java
index cd52740ff1b7fe2..877cb306916f5d8 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/manager/TaskTokenManager.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/manager/TaskTokenManager.java
@@ -19,7 +19,6 @@
 
 import lombok.experimental.UtilityClass;
 import lombok.extern.log4j.Log4j2;
-import lombok.extern.slf4j.Slf4j;
 
 import java.util.Map;
 import java.util.concurrent.ConcurrentHashMap;
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/scheduler/JobScheduler.java b/fe/fe-core/src/main/java/org/apache/doris/job/scheduler/JobScheduler.java
index f95df788b8df58c..a9dde5901abb51e 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/scheduler/JobScheduler.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/scheduler/JobScheduler.java
@@ -17,7 +17,6 @@
 
 package org.apache.doris.job.scheduler;
 
-import lombok.extern.log4j.Log4j2;
 import org.apache.doris.common.CustomThreadFactory;
 import org.apache.doris.common.util.TimeUtils;
 import org.apache.doris.job.base.AbstractJob;
@@ -31,7 +30,7 @@
 import org.apache.doris.job.task.AbstractTask;
 
 import io.netty.util.HashedWheelTimer;
-import lombok.extern.slf4j.Slf4j;
+import lombok.extern.log4j.Log4j2;
 import org.apache.commons.collections.CollectionUtils;
 
 import java.io.Closeable;
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/task/AbstractTask.java b/fe/fe-core/src/main/java/org/apache/doris/job/task/AbstractTask.java
index 0a04655a5ca8a6d..181cec555e26d09 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/task/AbstractTask.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/task/AbstractTask.java
@@ -17,7 +17,6 @@
 
 package org.apache.doris.job.task;
 
-import lombok.extern.log4j.Log4j2;
 import org.apache.doris.catalog.Env;
 import org.apache.doris.job.base.Job;
 import org.apache.doris.job.common.TaskStatus;
@@ -26,7 +25,7 @@
 
 import com.google.gson.annotations.SerializedName;
 import lombok.Data;
-import lombok.extern.slf4j.Slf4j;
+import lombok.extern.log4j.Log4j2;
 
 @Data
 @Log4j2
@@ -50,7 +49,7 @@ public abstract class AbstractTask implements Task {
     private TaskType taskType;
 
     @Override
-    public void onFail(String msg) {
+    public void onFail(String msg) throws JobException {
         status = TaskStatus.FAILD;
         if (!isCallable()) {
             return;
@@ -84,6 +83,9 @@ private boolean isCallable() {
 
     @Override
     public void onSuccess() throws JobException {
+        if (TaskStatus.CANCEL.equals(status)) {
+            return;
+        }
         status = TaskStatus.SUCCESS;
         setFinishTimeMs(System.currentTimeMillis());
         if (!isCallable()) {
diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/task/Task.java b/fe/fe-core/src/main/java/org/apache/doris/job/task/Task.java
index 3f61ce60c700f73..126aa04e40c0c99 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/task/Task.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/task/Task.java
@@ -53,7 +53,7 @@ public interface Task {
      *
      * @param msg The error message associated with the failure.
      */
-    void onFail(String msg);
+    void onFail(String msg) throws JobException;
 
     /**
      * This method is called when the task executes successfully.