diff --git a/providers/airbyte/src/airflow/providers/airbyte/operators/airbyte.py b/providers/airbyte/src/airflow/providers/airbyte/operators/airbyte.py
index dd494e855aef2..596765c4a5c53 100644
--- a/providers/airbyte/src/airflow/providers/airbyte/operators/airbyte.py
+++ b/providers/airbyte/src/airflow/providers/airbyte/operators/airbyte.py
@@ -25,9 +25,14 @@
 
 from airflow.configuration import conf
 from airflow.exceptions import AirflowException
-from airflow.models import BaseOperator
 from airflow.providers.airbyte.hooks.airbyte import AirbyteHook
 from airflow.providers.airbyte.triggers.airbyte import AirbyteSyncTrigger
+from airflow.providers.airbyte.version_compat import AIRFLOW_V_3_0_PLUS
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.sdk import BaseOperator
+else:
+    from airflow.models import BaseOperator
 
 if TYPE_CHECKING:
     from airflow.utils.context import Context
diff --git a/providers/alibaba/src/airflow/providers/alibaba/cloud/links/maxcompute.py b/providers/alibaba/src/airflow/providers/alibaba/cloud/links/maxcompute.py
index 5147b5fc0f6d4..0c28c538ef6ce 100644
--- a/providers/alibaba/src/airflow/providers/alibaba/cloud/links/maxcompute.py
+++ b/providers/alibaba/src/airflow/providers/alibaba/cloud/links/maxcompute.py
@@ -54,18 +54,15 @@ def get_link(
     @staticmethod
     def persist(
         context: Context,
-        task_instance: BaseOperator,
         log_view_url: str,
     ):
         """
         Persist the log view URL to XCom for later retrieval.
 
         :param context: The context of the task instance.
-        :param task_instance: The task instance.
         :param log_view_url: The log view URL to persist.
         """
-        task_instance.xcom_push(
-            context,
+        context["task_instance"].xcom_push(
             key=MaxComputeLogViewLink.key,
             value=log_view_url,
         )
diff --git a/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/analyticdb_spark.py b/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/analyticdb_spark.py
index 3cf414230f519..bf8228bdc84be 100644
--- a/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/analyticdb_spark.py
+++ b/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/analyticdb_spark.py
@@ -23,8 +23,13 @@
 from typing import TYPE_CHECKING, Any
 
 from airflow.exceptions import AirflowException
-from airflow.models import BaseOperator
 from airflow.providers.alibaba.cloud.hooks.analyticdb_spark import AnalyticDBSparkHook, AppState
+from airflow.providers.alibaba.version_compat import AIRFLOW_V_3_0_PLUS
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.sdk import BaseOperator
+else:
+    from airflow.models import BaseOperator
 
 if TYPE_CHECKING:
     from airflow.utils.context import Context
diff --git a/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/maxcompute.py b/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/maxcompute.py
index d0b16d1eb6eeb..32c3113d3965b 100644
--- a/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/maxcompute.py
+++ b/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/maxcompute.py
@@ -22,9 +22,14 @@
 from collections.abc import Sequence
 from typing import TYPE_CHECKING
 
-from airflow.models import BaseOperator
 from airflow.providers.alibaba.cloud.hooks.maxcompute import MaxComputeHook
 from airflow.providers.alibaba.cloud.links.maxcompute import MaxComputeLogViewLink
+from airflow.providers.alibaba.version_compat import AIRFLOW_V_3_0_PLUS
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.sdk import BaseOperator
+else:
+    from airflow.models import BaseOperator
 
 if TYPE_CHECKING:
     from odps.models import Instance
@@ -124,9 +129,7 @@ def execute(self, context: Context) -> str:
             quota_name=self.quota_name,
         )
 
-        MaxComputeLogViewLink.persist(
-            context=context, task_instance=self, log_view_url=self.instance.get_logview_address()
-        )
+        MaxComputeLogViewLink.persist(context=context, log_view_url=self.instance.get_logview_address())
 
         self.instance.wait_for_success()
 
diff --git a/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/oss.py b/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/oss.py
index 1e07a4cce85a2..e967c5f2a73d0 100644
--- a/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/oss.py
+++ b/providers/alibaba/src/airflow/providers/alibaba/cloud/operators/oss.py
@@ -21,8 +21,13 @@
 
 from typing import TYPE_CHECKING
 
-from airflow.models import BaseOperator
 from airflow.providers.alibaba.cloud.hooks.oss import OSSHook
+from airflow.providers.alibaba.version_compat import AIRFLOW_V_3_0_PLUS
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.sdk import BaseOperator
+else:
+    from airflow.models import BaseOperator
 
 if TYPE_CHECKING:
     from airflow.utils.context import Context
diff --git a/providers/alibaba/tests/unit/alibaba/cloud/links/test_maxcompute.py b/providers/alibaba/tests/unit/alibaba/cloud/links/test_maxcompute.py
index 2820cf7c1223a..db0e9b6104579 100644
--- a/providers/alibaba/tests/unit/alibaba/cloud/links/test_maxcompute.py
+++ b/providers/alibaba/tests/unit/alibaba/cloud/links/test_maxcompute.py
@@ -49,18 +49,16 @@ def test_get_link(self, mock_xcom, xcom_value, expected_link):
         assert link == expected_link
 
     def test_persist(self):
-        mock_context = mock.MagicMock()
         mock_task_instance = mock.MagicMock()
+        mock_context = {"task_instance": mock_task_instance}
         mock_url = "mock_url"
 
         MaxComputeLogViewLink.persist(
             context=mock_context,
-            task_instance=mock_task_instance,
             log_view_url=mock_url,
         )
 
         mock_task_instance.xcom_push.assert_called_once_with(
-            mock_context,
             key=MaxComputeLogViewLink.key,
             value=mock_url,
         )
diff --git a/providers/alibaba/tests/unit/alibaba/cloud/operators/test_maxcompute.py b/providers/alibaba/tests/unit/alibaba/cloud/operators/test_maxcompute.py
index 4bbd6f1cd66f7..af49b24810941 100644
--- a/providers/alibaba/tests/unit/alibaba/cloud/operators/test_maxcompute.py
+++ b/providers/alibaba/tests/unit/alibaba/cloud/operators/test_maxcompute.py
@@ -60,7 +60,6 @@ def test_execute(self, mock_hook, mock_log_view_link):
 
         mock_log_view_link.persist.assert_called_once_with(
             context=mock.ANY,
-            task_instance=op,
             log_view_url=instance_mock.get_logview_address.return_value,
         )