diff --git a/providers/apache/flink/src/airflow/providers/apache/flink/operators/flink_kubernetes.py b/providers/apache/flink/src/airflow/providers/apache/flink/operators/flink_kubernetes.py
index ed05397ec98a2..2c90ce9cc0e42 100644
--- a/providers/apache/flink/src/airflow/providers/apache/flink/operators/flink_kubernetes.py
+++ b/providers/apache/flink/src/airflow/providers/apache/flink/operators/flink_kubernetes.py
@@ -21,13 +21,13 @@
 from functools import cached_property
 from typing import TYPE_CHECKING
 
-from airflow.models import BaseOperator
+from airflow.providers.apache.flink.version_compat import BaseOperator
 from airflow.providers.cncf.kubernetes.hooks.kubernetes import KubernetesHook
 
 if TYPE_CHECKING:
     from kubernetes.client import CoreV1Api
 
-    from airflow.utils.context import Context
+    from airflow.providers.apache.flink.version_compat import Context
 
 
 class FlinkKubernetesOperator(BaseOperator):
diff --git a/providers/apache/flink/src/airflow/providers/apache/flink/sensors/flink_kubernetes.py b/providers/apache/flink/src/airflow/providers/apache/flink/sensors/flink_kubernetes.py
index 4a83956989f7c..ad0cc1cfa54fc 100644
--- a/providers/apache/flink/src/airflow/providers/apache/flink/sensors/flink_kubernetes.py
+++ b/providers/apache/flink/src/airflow/providers/apache/flink/sensors/flink_kubernetes.py
@@ -23,16 +23,11 @@
 from kubernetes import client
 
 from airflow.exceptions import AirflowException
-from airflow.providers.apache.flink.version_compat import AIRFLOW_V_3_0_PLUS
+from airflow.providers.apache.flink.version_compat import BaseSensorOperator
 from airflow.providers.cncf.kubernetes.hooks.kubernetes import KubernetesHook
 
-if AIRFLOW_V_3_0_PLUS:
-    from airflow.sdk import BaseSensorOperator
-else:
-    from airflow.sensors.base import BaseSensorOperator  # type: ignore[no-redef]
-
 if TYPE_CHECKING:
-    from airflow.utils.context import Context
+    from airflow.providers.apache.flink.version_compat import Context
 
 
 class FlinkKubernetesSensor(BaseSensorOperator):
diff --git a/providers/apache/flink/src/airflow/providers/apache/flink/version_compat.py b/providers/apache/flink/src/airflow/providers/apache/flink/version_compat.py
index 48d122b669696..5faab587ffcef 100644
--- a/providers/apache/flink/src/airflow/providers/apache/flink/version_compat.py
+++ b/providers/apache/flink/src/airflow/providers/apache/flink/version_compat.py
@@ -33,3 +33,18 @@ def get_base_airflow_version_tuple() -> tuple[int, int, int]:
 
 
 AIRFLOW_V_3_0_PLUS = get_base_airflow_version_tuple() >= (3, 0, 0)
+
+if AIRFLOW_V_3_0_PLUS:
+    from airflow.sdk import BaseOperator, BaseSensorOperator
+    from airflow.sdk.definitions.context import Context
+else:
+    from airflow.models import BaseOperator
+    from airflow.sensors.base import BaseSensorOperator  # type: ignore[no-redef]
+    from airflow.utils.context import Context
+
+__all__ = [
+    "AIRFLOW_V_3_0_PLUS",
+    "BaseOperator",
+    "BaseSensorOperator",
+    "Context",
+]