diff --git a/broker/src/main/java/org/apache/rocketmq/broker/pop/PopConsumerService.java b/broker/src/main/java/org/apache/rocketmq/broker/pop/PopConsumerService.java
index 6559c211cdb..fb371dce05f 100644
--- a/broker/src/main/java/org/apache/rocketmq/broker/pop/PopConsumerService.java
+++ b/broker/src/main/java/org/apache/rocketmq/broker/pop/PopConsumerService.java
@@ -181,6 +181,15 @@ public PopConsumerContext addGetMessageResult(PopConsumerContext context, GetMes
         if (!context.isFifo() && result.getNextBeginOffset() > OFFSET_NOT_EXIST) {
             this.brokerController.getConsumerOffsetManager().commitPullOffset(
                 context.getClientHost(), context.getGroupId(), topicId, queueId, result.getNextBeginOffset());
+            long commitOffset = result.getStatus() == GetMessageStatus.FOUND ? offset : result.getNextBeginOffset();
+            if (brokerConfig.isEnablePopBufferMerge() && popConsumerCache != null) {
+                long minOffset = popConsumerCache.getMinOffsetInCache(context.getGroupId(), topicId, queueId);
+                if (minOffset != OFFSET_NOT_EXIST) {
+                    commitOffset = minOffset;
+                }
+            }
+            this.brokerController.getConsumerOffsetManager().commitOffset(
+                context.getClientHost(), context.getGroupId(), topicId, queueId, commitOffset);
         }
 
         return context;
@@ -308,9 +317,6 @@ public CompletableFuture<PopConsumerContext> popAsync(String clientHost, long po
             CompletableFuture.completedFuture(popConsumerContext);
 
         try {
-            GetMessageResult finalGetMessageResult = new GetMessageResult();
-            finalGetMessageResult.setStatus(GetMessageStatus.NO_MESSAGE_IN_QUEUE);
-
             if (!fifo && preferRetry) {
                 if (brokerConfig.isRetrieveMessageFromPopRetryTopicV1()) {
                     getMessageFuture = this.getMessageAsync(getMessageFuture, clientHost, groupId,
@@ -493,7 +499,7 @@ public long revive(long currentTime, int maxCount) {
                         record.setInvisibleTime(record.getInvisibleTime() + backoffInterval);
                         record.setAttemptTimes(record.getAttemptTimes() + 1);
                         failureList.add(record);
-                        log.error("PopConsumerService revive backoff retry, record={}", record);
+                        log.warn("PopConsumerService revive backoff retry, record={}", record);
                     } else {
                         log.error("PopConsumerService drop record, message may be lost, record={}", record);
                     }
@@ -505,9 +511,14 @@ public long revive(long currentTime, int maxCount) {
         this.popConsumerStore.writeRecords(new ArrayList<>(failureList));
         this.popConsumerStore.deleteRecords(consumerRecords);
 
-        log.info("PopConsumerService, key size={}, cache size={}, revive count={}, failure count={}, cost={}ms",
-            popConsumerCache.getCacheKeySize(), popConsumerCache.getCacheSize(), consumerRecords.size(),
-            failureList.size(), stopwatch.elapsed(TimeUnit.MILLISECONDS));
+        if (brokerConfig.isEnablePopBufferMerge()) {
+            log.info("PopConsumerService, key size={}, cache size={}, revive count={}, failure count={}, cost={}ms",
+                popConsumerCache.getCacheKeySize(), popConsumerCache.getCacheSize(), consumerRecords.size(),
+                failureList.size(), stopwatch.elapsed(TimeUnit.MILLISECONDS));
+        } else {
+            log.info("PopConsumerService, revive count={}, failure count={}, cost={}ms",
+                consumerRecords.size(), failureList.size(), stopwatch.elapsed(TimeUnit.MILLISECONDS));
+        }
 
         return consumerRecords.size();
     }
@@ -695,6 +706,7 @@ public void run() {
                 }
             } catch (Exception e) {
                 log.error("PopConsumerService revive error", e);
+                this.waitForRunning(500);
             }
         }
         this.consumerRunning.set(false);