diff --git a/snail-job-client/snail-job-client-common/src/main/java/com/aizuda/snailjob/client/common/window/SlidingWindow.java b/snail-job-client/snail-job-client-common/src/main/java/com/aizuda/snailjob/client/common/window/SlidingWindow.java
index 22ca36a25..c1a8d4005 100644
--- a/snail-job-client/snail-job-client-common/src/main/java/com/aizuda/snailjob/client/common/window/SlidingWindow.java
+++ b/snail-job-client/snail-job-client-common/src/main/java/com/aizuda/snailjob/client/common/window/SlidingWindow.java
@@ -329,7 +329,7 @@ public class SlidingWindow<T> {
 
         threadPoolExecutor.scheduleAtFixedRate(() -> {
             try {
-                extract(LocalDateTime.now().minus(duration, chronoUnit));
+                extract(LocalDateTime.now());
             } catch (Exception e) {
                 SnailJobLog.LOCAL.error("Sliding window exception", e);
             }
diff --git a/snail-job-server/snail-job-server-web/src/main/java/com/aizuda/snailjob/server/web/service/impl/RetryServiceImpl.java b/snail-job-server/snail-job-server-web/src/main/java/com/aizuda/snailjob/server/web/service/impl/RetryServiceImpl.java
index 7cbb8d7d3..ce5539b30 100644
--- a/snail-job-server/snail-job-server-web/src/main/java/com/aizuda/snailjob/server/web/service/impl/RetryServiceImpl.java
+++ b/snail-job-server/snail-job-server-web/src/main/java/com/aizuda/snailjob/server/web/service/impl/RetryServiceImpl.java
@@ -168,12 +168,14 @@ public class RetryServiceImpl implements RetryService {
             waitStrategyContext.setDelayLevel(retry.getRetryCount() + 1);
             WaitStrategy waitStrategy = WaitStrategyEnum.getWaitStrategy(retrySceneConfig.getBackOff());
             retry.setNextTriggerAt(waitStrategy.computeTriggerTime(waitStrategyContext));
+            retry.setDeleted(0L);
         }
 
         if (RetryStatusEnum.FINISH.getStatus().equals(retryStatusEnum.getStatus())) {
             RetryLogMetaDTO retryLogMetaDTO = RetryTaskConverter.INSTANCE.toLogMetaDTO(retry);
             retryLogMetaDTO.setTimestamp(DateUtils.toNowMilli());
             SnailJobLog.REMOTE.info("============Manual operation completed============. <|>{}<|>", retryLogMetaDTO);
+            retry.setDeleted(retry.getId());
         }
 
         retry.setUpdateDt(LocalDateTime.now());