diff --git a/broker/src/main/java/org/apache/rocketmq/broker/processor/PopMessageProcessor.java b/broker/src/main/java/org/apache/rocketmq/broker/processor/PopMessageProcessor.java
index 6073023722a..47ef8e4013b 100644
--- a/broker/src/main/java/org/apache/rocketmq/broker/processor/PopMessageProcessor.java
+++ b/broker/src/main/java/org/apache/rocketmq/broker/processor/PopMessageProcessor.java
@@ -551,18 +551,24 @@ private CompletableFuture<Long> popMsgFromQueue(String topic, String attemptId,
             future.whenComplete((result, throwable) -> queueLockManager.unLock(lockKey));
             offset = getPopOffset(topic, requestHeader.getConsumerGroup(), queueId, requestHeader.getInitMode(),
                 true, lockKey, true);
-            if (isOrder && brokerController.getConsumerOrderInfoManager().checkBlock(attemptId, topic,
-                requestHeader.getConsumerGroup(), queueId, requestHeader.getInvisibleTime())) {
-                future.complete(this.brokerController.getMessageStore().getMaxOffsetInQueue(topic, queueId) - offset + restNum);
-                return future;
-            }
 
+            // Current requests would calculate the total number of messages
+            // waiting to be filtered for new message arrival notifications in
+            // the long-polling service, need disregarding the backlog in order
+            // consumption scenario. If rest message num including the blocked
+            // queue accumulation would lead to frequent unnecessary wake-ups
+            // of long-polling requests, resulting unnecessary CPU usage.
+            // When client ack message, long-polling request would be notifications
+            // by AckMessageProcessor.ackOrderly() and message will not be delayed.
             if (isOrder) {
+                if (brokerController.getConsumerOrderInfoManager().checkBlock(
+                    attemptId, topic, requestHeader.getConsumerGroup(), queueId, requestHeader.getInvisibleTime())) {
+                    // should not add accumulation(max offset - consumer offset) here
+                    future.complete(restNum);
+                    return future;
+                }
                 this.brokerController.getPopInflightMessageCounter().clearInFlightMessageNum(
-                    topic,
-                    requestHeader.getConsumerGroup(),
-                    queueId
-                );
+                    topic, requestHeader.getConsumerGroup(), queueId);
             }
 
             if (getMessageResult.getMessageMapedList().size() >= requestHeader.getMaxMsgNums()) {