diff --git a/changes/en-us/develop.md b/changes/en-us/develop.md
index 636a07fba5a..ae17be31a24 100644
--- a/changes/en-us/develop.md
+++ b/changes/en-us/develop.md
@@ -17,6 +17,7 @@ Add changes here for all PR submitted to the develop branch.
 - [[#4954](https://github.com/seata/seata/pull/4954)] fix output expression incorrectly throws npe
 - [[#4817](https://github.com/seata/seata/pull/4817)] fix in high version springboot property not Standard
 - [[#4838](https://github.com/seata/seata/pull/4838)] fix when use Statement.executeBatch() can not generate undo log
+- [[#4533](https://github.com/seata/seata/pull/4533)] fix rollback event repeated and some event status not correct
 - [[#4779](https://github.com/seata/seata/pull/4779)] fix and support Apache Dubbo 3
 - [[#4912](https://github.com/seata/seata/pull/4912)] fix mysql InsertOnDuplicateUpdate column case is different and cannot be matched
 - [[#4543](https://github.com/seata/seata/pull/4543)] fix support Oracle nclob types
diff --git a/changes/zh-cn/develop.md b/changes/zh-cn/develop.md
index cf3d78867f5..18687d9cf1f 100644
--- a/changes/zh-cn/develop.md
+++ b/changes/zh-cn/develop.md
@@ -18,6 +18,7 @@
 - [[#4954](https://github.com/seata/seata/pull/4954)] 修复output表达式错误时，保存执行结果空指针异常
 - [[#4817](https://github.com/seata/seata/pull/4817)] 修复高版本springboot配置不标准的问题
 - [[#4838](https://github.com/seata/seata/pull/4838)] 修复使用 Statement.executeBatch() 时无法生成undo log 的问题
+- [[#4533](https://github.com/seata/seata/pull/4533)] 修复handleRetryRollbacking的event重复导致的指标数据不准确
 - [[#4779](https://github.com/seata/seata/pull/4779)] 修复支持 Apache Dubbo 3 版本
 - [[#4912](https://github.com/seata/seata/pull/4912)] 修复mysql InsertOnDuplicateUpdate 列名大小写不一致无法正确匹配
 - [[#4543](https://github.com/seata/seata/pull/4543)] 修复对 Oracle 数据类型nclob的支持
diff --git a/server/src/main/java/io/seata/server/coordinator/DefaultCoordinator.java b/server/src/main/java/io/seata/server/coordinator/DefaultCoordinator.java
index c8625c5e69e..4c50f19ce50 100644
--- a/server/src/main/java/io/seata/server/coordinator/DefaultCoordinator.java
+++ b/server/src/main/java/io/seata/server/coordinator/DefaultCoordinator.java
@@ -379,10 +379,7 @@ protected void handleRetryRollbacking() {
                     SessionHolder.getRetryRollbackingSessionManager().removeGlobalSession(rollbackingSession);
                     LOGGER.error("Global transaction rollback retry timeout and has removed [{}]", rollbackingSession.getXid());
 
-                    SessionHelper.endRollbackFailed(rollbackingSession, true);
-
-                    // rollback retry timeout event
-                    MetricsPublisher.postSessionDoneEvent(rollbackingSession, GlobalStatus.RollbackRetryTimeout, true, false);
+                    SessionHelper.endRollbackFailed(rollbackingSession, true, true);
 
                     //The function of this 'return' is 'continue'.
                     return;
@@ -421,7 +418,7 @@ protected void handleRetryCommitting() {
                     LOGGER.error("Global transaction commit retry timeout and has removed [{}]", committingSession.getXid());
 
                     // commit retry timeout event
-                    MetricsPublisher.postSessionDoneEvent(committingSession, GlobalStatus.CommitRetryTimeout, true, false);
+                    SessionHelper.endCommitFailed(committingSession, true, true);
 
                     //The function of this 'return' is 'continue'.
                     return;
diff --git a/server/src/main/java/io/seata/server/session/SessionHelper.java b/server/src/main/java/io/seata/server/session/SessionHelper.java
index 59dc3bb7464..f1c85975a9d 100644
--- a/server/src/main/java/io/seata/server/session/SessionHelper.java
+++ b/server/src/main/java/io/seata/server/session/SessionHelper.java
@@ -146,7 +146,24 @@ public static void endCommitted(GlobalSession globalSession, boolean retryGlobal
      * @throws TransactionException the transaction exception
      */
     public static void endCommitFailed(GlobalSession globalSession, boolean retryGlobal) throws TransactionException {
-        globalSession.changeGlobalStatus(GlobalStatus.CommitFailed);
+        endCommitFailed(globalSession, retryGlobal, false);
+    }
+
+    /**
+     * End commit failed.
+     *
+     * @param globalSession the global session
+     * @param retryGlobal the retry global
+     * @param isRetryTimeout is retry timeout
+     * @throws TransactionException the transaction exception
+     */
+    public static void endCommitFailed(GlobalSession globalSession, boolean retryGlobal, boolean isRetryTimeout)
+        throws TransactionException {
+        if (isRetryTimeout) {
+            globalSession.changeGlobalStatus(GlobalStatus.CommitRetryTimeout);
+        } else {
+            globalSession.changeGlobalStatus(GlobalStatus.CommitFailed);
+        }
         LOGGER.error("The Global session {} has changed the status to {}, need to be handled it manually.",
             globalSession.getXid(), globalSession.getStatus());
 
@@ -196,8 +213,22 @@ public static void endRollbacked(GlobalSession globalSession, boolean retryGloba
      * @throws TransactionException the transaction exception
      */
     public static void endRollbackFailed(GlobalSession globalSession, boolean retryGlobal) throws TransactionException {
+        endRollbackFailed(globalSession, retryGlobal, false);
+    }
+
+    /**
+     * End rollback failed.
+     *
+     * @param globalSession the global session
+     * @param retryGlobal   the retry global
+     * @param isRetryTimeout   is retry timeout
+     * @throws TransactionException the transaction exception
+     */
+    public static void endRollbackFailed(GlobalSession globalSession, boolean retryGlobal, boolean isRetryTimeout) throws TransactionException {
         GlobalStatus currentStatus = globalSession.getStatus();
-        if (SessionStatusValidator.isTimeoutGlobalStatus(currentStatus)) {
+        if (isRetryTimeout) {
+            globalSession.changeGlobalStatus(GlobalStatus.RollbackRetryTimeout);
+        } else if (SessionStatusValidator.isTimeoutGlobalStatus(currentStatus)) {
             globalSession.changeGlobalStatus(GlobalStatus.TimeoutRollbackFailed);
         } else {
             globalSession.changeGlobalStatus(GlobalStatus.RollbackFailed);