diff --git a/superset/tasks/scheduler.py b/superset/tasks/scheduler.py
index c59b4f4dd8f0..da9765a8d6e5 100644
--- a/superset/tasks/scheduler.py
+++ b/superset/tasks/scheduler.py
@@ -22,6 +22,7 @@
 
 from celery import Task
 from celery.exceptions import SoftTimeLimitExceeded
+from celery.signals import task_failure
 from flask import current_app
 
 from superset import is_feature_enabled
@@ -41,8 +42,32 @@
 logger = logging.getLogger(__name__)
 
 
-@celery_app.task(name="reports.scheduler")
-def scheduler() -> None:
+@task_failure.connect
+def log_task_failure(  # pylint: disable=unused-argument
+    sender: Task | None = None,
+    task_id: str | None = None,
+    exception: Exception | None = None,
+    args: tuple[Any, ...] | None = None,
+    kwargs: dict[str, Any] | None = None,
+    traceback: Any = None,
+    einfo: Any = None,
+    **kw: Any,
+) -> None:
+    task_name = sender.name if sender else "Unknown"
+    logger.exception("Celery task %s failed: %s", task_name, exception, exc_info=einfo)
+
+
+@celery_app.task(
+    name="reports.scheduler",
+    bind=True,
+    autoretry_for=(Exception,),
+    retry_kwargs={
+        "max_retries": 3,
+        "countdown": 60,
+    },  # Retry up to 3 times, wait 60s between
+    retry_backoff=True,  # exponential backoff
+)
+def scheduler(self: Task) -> None:  # pylint: disable=unused-argument
     """
     Celery beat main scheduler for reports
     """