diff --git a/airflow-core/src/airflow/jobs/scheduler_job_runner.py b/airflow-core/src/airflow/jobs/scheduler_job_runner.py
index 237aacde975fb..1372901341891 100644
--- a/airflow-core/src/airflow/jobs/scheduler_job_runner.py
+++ b/airflow-core/src/airflow/jobs/scheduler_job_runner.py
@@ -136,14 +136,6 @@ def _eager_load_dag_run_for_validation() -> tuple[Load, Load]:
     )
 
 
-def _get_current_dag(dag_id: str, session: Session) -> SerializedDAG | None:
-    serdag = SerializedDagModel.get(dag_id=dag_id, session=session)  # grabs the latest version
-    if not serdag:
-        return None
-    serdag.load_op_links = False
-    return serdag.dag
-
-
 class ConcurrencyMap:
     """
     Dataclass to represent concurrency maps.
@@ -248,6 +240,17 @@ def __init__(
     def heartbeat_callback(self, session: Session = NEW_SESSION) -> None:
         Stats.incr("scheduler_heartbeat", 1, 1)
 
+    def _get_current_dag(self, dag_id: str, session: Session) -> SerializedDAG | None:
+        try:
+            serdag = SerializedDagModel.get(dag_id=dag_id, session=session)
+            if not serdag:
+                return None
+            serdag.load_op_links = False
+            return serdag.dag
+        except Exception:
+            self.log.exception("Failed to deserialize DAG '%s'", dag_id)
+            return None
+
     def register_signals(self) -> ExitStack:
         """Register signals that stop child processes."""
         resetter = ExitStack()
@@ -1601,7 +1604,7 @@ def _create_dag_runs(self, dag_models: Collection[DagModel], session: Session) -
         )
 
         for dag_model in dag_models:
-            dag = _get_current_dag(dag_id=dag_model.dag_id, session=session)
+            dag = self._get_current_dag(dag_id=dag_model.dag_id, session=session)
             if not dag:
                 self.log.error("DAG '%s' not found in serialized_dag table", dag_model.dag_id)
                 continue
@@ -1664,7 +1667,7 @@ def _create_dag_runs_asset_triggered(
         }
 
         for dag_model in dag_models:
-            dag = _get_current_dag(dag_id=dag_model.dag_id, session=session)
+            dag = self._get_current_dag(dag_id=dag_model.dag_id, session=session)
             if not dag:
                 self.log.error("DAG '%s' not found in serialized_dag table", dag_model.dag_id)
                 continue
diff --git a/airflow-core/tests/unit/jobs/test_scheduler_job.py b/airflow-core/tests/unit/jobs/test_scheduler_job.py
index aba109f9d410a..430833fb1ca3e 100644
--- a/airflow-core/tests/unit/jobs/test_scheduler_job.py
+++ b/airflow-core/tests/unit/jobs/test_scheduler_job.py
@@ -4752,6 +4752,39 @@ def _clear_serdags(self, dag_id, session):
             session.delete(sdm)
         session.commit()
 
+    def test_scheduler_create_dag_runs_does_not_crash_on_deserialization_error(self, caplog, dag_maker):
+        """
+        Test that scheduler._create_dag_runs does not crash when DAG deserialization fails.
+        This is a guardrail to ensure the scheduler continues processing other DAGs even if
+        one DAG has a deserialization error.
+        """
+        with dag_maker(dag_id="test_scheduler_create_dag_runs_deserialization_error"):
+            EmptyOperator(task_id="dummy")
+
+        scheduler_job = Job(executor=self.null_exec)
+        self.job_runner = SchedulerJobRunner(job=scheduler_job)
+
+        caplog.set_level("FATAL")
+        caplog.clear()
+        with (
+            create_session() as session,
+            caplog.at_level(
+                "ERROR",
+                logger="airflow.jobs.scheduler_job_runner",
+            ),
+            patch(
+                "airflow.models.serialized_dag.SerializedDagModel.get",
+                side_effect=Exception("Simulated deserialization error"),
+            ),
+        ):
+            self.job_runner._create_dag_runs([dag_maker.dag_model], session)
+            scheduler_messages = [
+                record.message for record in caplog.records if record.levelno >= logging.ERROR
+            ]
+            assert any("Failed to deserialize DAG" in msg for msg in scheduler_messages), (
+                f"Expected deserialization error log, got: {scheduler_messages}"
+            )
+
     def test_bulk_write_to_db_external_trigger_dont_skip_scheduled_run(self, dag_maker, testing_dag_bundle):
         """
         Test that externally triggered Dag Runs should not affect (by skipping) next