diff --git a/superset/tasks/scheduler.py b/superset/tasks/scheduler.py
index df8c3c1c4f168..652d556e8909b 100644
--- a/superset/tasks/scheduler.py
+++ b/superset/tasks/scheduler.py
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 import logging
-from datetime import datetime
+from datetime import datetime, timezone
 
 from celery import Celery
 from celery.exceptions import SoftTimeLimitExceeded
@@ -50,7 +50,7 @@ def scheduler() -> None:
         datetime.fromisoformat(scheduler.request.expires)
         - app.config["CELERY_BEAT_SCHEDULER_EXPIRES"]
         if scheduler.request.expires
-        else datetime.utcnow()
+        else datetime.now(tz=timezone.utc)
     )
     for active_schedule in active_schedules:
         for schedule in cron_schedule_window(