diff --git a/be/src/cloud/cloud_warm_up_manager.cpp b/be/src/cloud/cloud_warm_up_manager.cpp
index f9a256d2b97e4a..57e0a9ad27568c 100644
--- a/be/src/cloud/cloud_warm_up_manager.cpp
+++ b/be/src/cloud/cloud_warm_up_manager.cpp
@@ -186,7 +186,6 @@ void CloudWarmUpManager::handle_jobs() {
             if (_closed) break;
             if (!_pending_job_metas.empty()) {
                 cur_job = _pending_job_metas.front();
-                _pending_job_metas.pop_front();
             }
         }
 
@@ -292,6 +291,13 @@ void CloudWarmUpManager::handle_jobs() {
         {
             std::unique_lock lock(_mtx);
             _finish_job.push_back(cur_job);
+            // _pending_job_metas may be cleared by a CLEAR_JOB request
+            // so we need to check it again.
+            if (!_pending_job_metas.empty()) {
+                // We can not call pop_front before the job is finished,
+                // because GET_CURRENT_JOB_STATE_AND_LEASE is relying on the pending job size.
+                _pending_job_metas.pop_front();
+            }
         }
     }
 #endif