diff --git a/providers/openlineage/src/airflow/providers/openlineage/utils/utils.py b/providers/openlineage/src/airflow/providers/openlineage/utils/utils.py
index d08868961fe5c..34dea63925efc 100644
--- a/providers/openlineage/src/airflow/providers/openlineage/utils/utils.py
+++ b/providers/openlineage/src/airflow/providers/openlineage/utils/utils.py
@@ -464,14 +464,25 @@ class DagInfo(InfoJsonEncodable):
         "fileloc",
         "owner",
         "owner_links",
-        "schedule_interval",  # For Airflow 2.
-        "timetable_summary",  # For Airflow 3.
+        "schedule_interval",  # For Airflow 2 only -> AF3 has timetable_summary
         "start_date",
         "tags",
     ]
-    casts = {"timetable": lambda dag: DagInfo.serialize_timetable(dag)}
+    casts = {
+        "timetable": lambda dag: DagInfo.serialize_timetable(dag),
+        "timetable_summary": lambda dag: DagInfo.timetable_summary(dag),
+    }
     renames = {"_dag_id": "dag_id"}
 
+    @classmethod
+    def timetable_summary(cls, dag: DAG) -> str | None:
+        """Extract summary from timetable if missing a ``timetable_summary`` property."""
+        if getattr(dag, "timetable_summary", None):
+            return dag.timetable_summary
+        if getattr(dag, "timetable", None):
+            return dag.timetable.summary
+        return None
+
     @classmethod
     def serialize_timetable(cls, dag: DAG) -> dict[str, Any]:
         # This is enough for Airflow 2.10+ and has all the information needed
@@ -797,6 +808,14 @@ def _emits_ol_events(task: AnyOperator) -> bool:
             not getattr(task, "on_success_callback", None),
             not task.outlets,
             not (task.inlets and get_base_airflow_version_tuple() >= (3, 0, 2)),  # Added in 3.0.2 #50773
+            not (
+                getattr(task, "has_on_execute_callback", None)  # Added in 3.1.0 #54569
+                and get_base_airflow_version_tuple() >= (3, 1, 0)
+            ),
+            not (
+                getattr(task, "has_on_success_callback", None)  # Added in 3.1.0 #54569
+                and get_base_airflow_version_tuple() >= (3, 1, 0)
+            ),
         )
     )
 
diff --git a/providers/openlineage/tests/unit/openlineage/utils/test_utils.py b/providers/openlineage/tests/unit/openlineage/utils/test_utils.py
index d8ac2ade76ac2..38f816e2f6188 100644
--- a/providers/openlineage/tests/unit/openlineage/utils/test_utils.py
+++ b/providers/openlineage/tests/unit/openlineage/utils/test_utils.py
@@ -182,14 +182,13 @@ def test_get_airflow_dag_run_facet():
         "fileloc": pathlib.Path(__file__).resolve().as_posix(),
         "owner": "airflow",
         "timetable": {},
+        "timetable_summary": "@once",
         "start_date": "2024-06-01T00:00:00+00:00",
         "tags": "['test']",
         "owner_links": {},
     }
     if hasattr(dag, "schedule_interval"):  # Airflow 2 compat.
         expected_dag_info["schedule_interval"] = "@once"
-    else:  # Airflow 3 and up.
-        expected_dag_info["timetable_summary"] = "@once"
     assert result == {
         "airflowDagRun": AirflowDagRunFacet(
             dag=expected_dag_info,
@@ -1055,7 +1054,21 @@ def test_get_user_provided_run_facets_with_exception(mock_custom_facet_funcs):
     assert result == {}
 
 
-@pytest.mark.skipif(AIRFLOW_V_3_0_PLUS, reason="Airflow 2.9+ tests")
+def test_daginfo_timetable_summary():
+    from airflow.timetables.simple import NullTimetable
+
+    dag = MagicMock()
+    # timetable is enough to get summary
+    dag.timetable = NullTimetable()
+    dag.timetable_summary = None
+    assert DagInfo(dag).timetable_summary == "None"
+
+    # but if summary is present, it's preferred
+    dag.timetable_summary = "explicit_summary"
+    assert DagInfo(dag).timetable_summary == "explicit_summary"
+
+
+@pytest.mark.skipif(AIRFLOW_V_3_0_PLUS, reason="Airflow 2 tests")
 class TestDagInfoAirflow2:
     def test_dag_info(self):
         with DAG(
@@ -1080,6 +1093,7 @@ def test_dag_info(self):
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "['test']",
             "timetable": {},
+            "timetable_summary": "@once",
             "owner_links": {"some_owner": "https://airflow.apache.org"},
         }
 
@@ -1100,6 +1114,7 @@ def test_dag_info_schedule_cron(self):
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "[]",
             "timetable": {"expression": "*/4 3 * * *", "timezone": "UTC"},
+            "timetable_summary": "*/4 3 * * *",
             "owner_links": {},
         }
 
@@ -1124,6 +1139,7 @@ def test_dag_info_schedule_events_timetable(self):
             "fileloc": pathlib.Path(__file__).resolve().as_posix(),
             "owner": "",
             "schedule_interval": "My Team's Baseball Games",
+            "timetable_summary": "My Team's Baseball Games",
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "[]",
             "owner_links": {},
@@ -1151,6 +1167,7 @@ def test_dag_info_schedule_list_single_dataset(self):
             "fileloc": pathlib.Path(__file__).resolve().as_posix(),
             "owner": "",
             "schedule_interval": "Dataset",
+            "timetable_summary": "Dataset",
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "[]",
             "owner_links": {},
@@ -1176,6 +1193,7 @@ def test_dag_info_schedule_list_two_datasets(self):
             "fileloc": pathlib.Path(__file__).resolve().as_posix(),
             "owner": "",
             "schedule_interval": "Dataset",
+            "timetable_summary": "Dataset",
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "[]",
             "owner_links": {},
@@ -1204,6 +1222,7 @@ def test_dag_info_schedule_datasets_logical_condition(self):
             "fileloc": pathlib.Path(__file__).resolve().as_posix(),
             "owner": "",
             "schedule_interval": "Dataset",
+            "timetable_summary": "Dataset",
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "[]",
             "owner_links": {},
@@ -1250,6 +1269,7 @@ def test_dag_info_schedule_dataset_or_time_schedule(self):
             "fileloc": pathlib.Path(__file__).resolve().as_posix(),
             "owner": "",
             "schedule_interval": "Dataset or */4 3 * * *",
+            "timetable_summary": "Dataset or */4 3 * * *",
             "start_date": "2024-06-01T00:00:00+00:00",
             "tags": "[]",
             "owner_links": {},
@@ -1301,6 +1321,7 @@ def test_dag_info_schedule_single_dataset_directly(self):
             "owner_links": {},
             "timetable": {"dataset_condition": {"__type": "dataset", "uri": "uri1", "extra": {"a": 1}}},
             "schedule_interval": "Dataset",
+            "timetable_summary": "Dataset",
         }