diff --git a/fe/fe-core/src/main/java/org/apache/doris/job/base/JobExecutionConfiguration.java b/fe/fe-core/src/main/java/org/apache/doris/job/base/JobExecutionConfiguration.java
index 16b9dd24281eec..0b44073464f7a8 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/job/base/JobExecutionConfiguration.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/job/base/JobExecutionConfiguration.java
@@ -178,8 +178,8 @@ private List<Long> getExecutionDelaySeconds(long windowStartTimeMs, long windowE
 
         // Calculate the trigger time list
         for (long triggerTime = firstTriggerTime; triggerTime <= windowEndTimeMs; triggerTime += intervalMs) {
-            if (triggerTime >= currentTimeMs && (null == timerDefinition.getEndTimeMs()
-                    || triggerTime < timerDefinition.getEndTimeMs())) {
+            if (null == timerDefinition.getEndTimeMs()
+                    || triggerTime < timerDefinition.getEndTimeMs()) {
                 timerDefinition.setLatestSchedulerTimeMs(triggerTime);
                 timestamps.add(queryDelayTimeSecond(currentTimeMs, triggerTime));
             }
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 47e91d97b49a88..08bbbb6dbaba9a 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
@@ -130,7 +130,7 @@ public void scheduleOneJob(T job) throws JobException {
             schedulerInstantJob(job, TaskType.SCHEDULED, null);
         }
         //if it's timer job and trigger last window already start, we will scheduler it immediately
-        cycleTimerJobScheduler(job);
+        cycleTimerJobScheduler(job, System.currentTimeMillis());
     }
 
     @Override
@@ -139,9 +139,9 @@ public void close() throws IOException {
     }
 
 
-    private void cycleTimerJobScheduler(T job) {
+    private void cycleTimerJobScheduler(T job, long startTimeWindowMs) {
         List<Long> delaySeconds = job.getJobConfig().getTriggerDelayTimes(System.currentTimeMillis(),
-                System.currentTimeMillis(), latestBatchSchedulerTimerTaskTimeMs);
+                startTimeWindowMs, latestBatchSchedulerTimerTaskTimeMs);
         if (CollectionUtils.isNotEmpty(delaySeconds)) {
             delaySeconds.forEach(delaySecond -> {
                 TimerJobSchedulerTask<T> timerJobSchedulerTask = new TimerJobSchedulerTask<>(timerJobDisruptor, job);
@@ -170,6 +170,8 @@ public void schedulerInstantJob(T job, TaskType taskType, C context) {
      * We will get the task in the next time window, and then hand it over to the time wheel for timing trigger
      */
     private void executeTimerJobIdsWithinLastTenMinutesWindow() {
+
+        long lastTimeWindowMs = latestBatchSchedulerTimerTaskTimeMs;
         if (latestBatchSchedulerTimerTaskTimeMs < System.currentTimeMillis()) {
             this.latestBatchSchedulerTimerTaskTimeMs = System.currentTimeMillis();
         }
@@ -186,7 +188,7 @@ private void executeTimerJobIdsWithinLastTenMinutesWindow() {
             if (!job.getJobStatus().equals(JobStatus.RUNNING) && !job.getJobConfig().checkIsTimerJob()) {
                 continue;
             }
-            cycleTimerJobScheduler(job);
+            cycleTimerJobScheduler(job, lastTimeWindowMs);
         }
     }
 
diff --git a/fe/fe-core/src/test/java/org/apache/doris/job/base/JobExecutionConfigurationTest.java b/fe/fe-core/src/test/java/org/apache/doris/job/base/JobExecutionConfigurationTest.java
index 87d1430375ad2c..91678ee5c1d2d1 100644
--- a/fe/fe-core/src/test/java/org/apache/doris/job/base/JobExecutionConfigurationTest.java
+++ b/fe/fe-core/src/test/java/org/apache/doris/job/base/JobExecutionConfigurationTest.java
@@ -64,7 +64,7 @@ public void testGetTriggerDelayTimesRecurring() {
         Assertions.assertArrayEquals(new Long[]{ 500L}, delayTimes.toArray());
         delayTimes = configuration.getTriggerDelayTimes(
                 1001000L, 0L, 1000000L);
-        Assertions.assertEquals(0, delayTimes.size());
+        Assertions.assertEquals(1, delayTimes.size());
     }
 
 }