diff --git a/swh/deposit/cli/admin.py b/swh/deposit/cli/admin.py
--- a/swh/deposit/cli/admin.py
+++ b/swh/deposit/cli/admin.py
@@ -281,5 +281,7 @@
     # Schedule back the deposit loading task
     scheduler = APIConfig().scheduler
     scheduler.set_status_tasks(
-        [task_id], status="next_run_not_scheduled", next_run=datetime.now()
+        [task_id],
+        status="next_run_not_scheduled",
+        next_run=datetime.now(tz=datetime.timezone.utc),
     )