diff --git a/airflow-core/newsfragments/69960.bugfix.rst b/airflow-core/newsfragments/69960.bugfix.rst
new file mode 100644
index 0000000000000..f3745ee08dacf
--- /dev/null
+++ b/airflow-core/newsfragments/69960.bugfix.rst
@@ -0,0 +1 @@
+Downgrade DagBundlesManager bundle-loaded log from INFO to DEBUG to reduce task log noise.
diff --git a/airflow-core/src/airflow/dag_processing/bundles/manager.py b/airflow-core/src/airflow/dag_processing/bundles/manager.py
index 292bb440a21e7..c07242cafdfd5 100644
--- a/airflow-core/src/airflow/dag_processing/bundles/manager.py
+++ b/airflow-core/src/airflow/dag_processing/bundles/manager.py
@@ -301,7 +301,7 @@ def parse_config(self) -> None:
                 kwargs=bundle_config.kwargs,
                 team_name=bundle_config.team_name,
             )
-        self.log.info("DAG bundles loaded: %s", ", ".join(self._bundle_config.keys()))
+        self.log.debug("DAG bundles loaded: %s", ", ".join(self._bundle_config.keys()))
 
     @provide_session
     def sync_bundles_to_db(self, *, deactivate_missing: bool = True, session: Session = NEW_SESSION) -> None: