diff --git a/server/src/main/java/org/opensearch/cluster/service/ClusterManagerTaskThrottler.java b/server/src/main/java/org/opensearch/cluster/service/ClusterManagerTaskThrottler.java
index a507c62418994..1df7a761129ac 100644
--- a/server/src/main/java/org/opensearch/cluster/service/ClusterManagerTaskThrottler.java
+++ b/server/src/main/java/org/opensearch/cluster/service/ClusterManagerTaskThrottler.java
@@ -33,7 +33,7 @@
  * <p>
  * Set specific setting to for setting the threshold of throttling of particular task type.
  * e.g : Set "cluster_manager.throttling.thresholds.put_mapping" to set throttling limit of "put mapping" tasks,
- *       Set it to default value(-1) to disable the throttling for this task type.
+ * Set it to default value(-1) to disable the throttling for this task type.
  */
 public class ClusterManagerTaskThrottler implements TaskBatcherListener {
     private static final Logger logger = LogManager.getLogger(ClusterManagerTaskThrottler.class);
@@ -210,23 +210,13 @@ Long getThrottlingLimit(final String taskKey) {
     }
 
     private void checkForClusterManagerThrottling(
-        final ThrottlingKey clusterManagerThrottlingKey,
         final String taskThrottlingKey,
+        final Long threshold,
         final long taskCount,
         final int tasksSize
     ) {
-        if (clusterManagerThrottlingKey.isThrottlingEnabled()) {
-            Long threshold = tasksThreshold.get(taskThrottlingKey);
-            if (threshold != null && shouldThrottle(threshold, taskCount, tasksSize)) {
-                clusterManagerTaskThrottlerListener.onThrottle(taskThrottlingKey, tasksSize);
-                logger.warn(
-                    "Throwing Throttling Exception for [{}]. Trying to add [{}] tasks to queue, limit is set to [{}]",
-                    taskThrottlingKey,
-                    tasksSize,
-                    threshold
-                );
-                throw new ClusterManagerThrottlingException("Throttling Exception : Limit exceeded for " + taskThrottlingKey);
-            }
+        if (threshold != null && shouldThrottle(threshold, taskCount, tasksSize)) {
+            throw new ClusterManagerThrottlingException("Throttling Exception : Limit exceeded for " + taskThrottlingKey);
         }
     }
 
@@ -234,17 +224,30 @@ private void checkForClusterManagerThrottling(
     public void onBeginSubmit(List<? extends TaskBatcher.BatchedTask> tasks) {
         final ThrottlingKey clusterManagerThrottlingKey = ((ClusterStateTaskExecutor<Object>) tasks.get(0).batchingKey)
             .getClusterManagerThrottlingKey();
+        if (!clusterManagerThrottlingKey.isThrottlingEnabled()) {
+            return;
+        }
         final String taskThrottlingKey = clusterManagerThrottlingKey.getTaskThrottlingKey();
+        final Long threshold = getThrottlingLimit(taskThrottlingKey);
         tasksCount.putIfAbsent(taskThrottlingKey, 0L);
-
-        // Performing shallow check before taking lock, performing throttle check and computing new count
-        checkForClusterManagerThrottling(clusterManagerThrottlingKey, taskThrottlingKey, tasksCount.get(taskThrottlingKey), tasks.size());
-
-        tasksCount.computeIfPresent(taskThrottlingKey, (key, count) -> {
-            int size = tasks.size();
-            checkForClusterManagerThrottling(clusterManagerThrottlingKey, taskThrottlingKey, count, size);
-            return count + size;
-        });
+        int tasksSize = tasks.size();
+
+        try {
+            checkForClusterManagerThrottling(taskThrottlingKey, threshold, tasksCount.get(taskThrottlingKey), tasksSize);
+            tasksCount.computeIfPresent(taskThrottlingKey, (key, count) -> {
+                checkForClusterManagerThrottling(taskThrottlingKey, threshold, count, tasksSize);
+                return count + tasksSize;
+            });
+        } catch (final ClusterManagerThrottlingException e) {
+            clusterManagerTaskThrottlerListener.onThrottle(taskThrottlingKey, tasksSize);
+            logger.trace(
+                "Throwing Throttling Exception for [{}]. Trying to add [{}] tasks to queue, limit is set to [{}]",
+                taskThrottlingKey,
+                tasksSize,
+                threshold
+            );
+            throw e;
+        }
     }
 
     /**