diff --git a/providers/apache/kylin/pyproject.toml b/providers/apache/kylin/pyproject.toml
index 2ef60192296bb..26c2b4cb04f49 100644
--- a/providers/apache/kylin/pyproject.toml
+++ b/providers/apache/kylin/pyproject.toml
@@ -58,6 +58,7 @@ requires-python = ">=3.10"
 # After you modify the dependencies, and rebuild your Breeze CI image with ``breeze ci-image build``
 dependencies = [
     "apache-airflow>=2.10.0",
+    "apache-airflow-providers-common-compat>=1.8.0",
     "kylinpy>2.7.0",
 ]
 
@@ -66,6 +67,7 @@ dev = [
     "apache-airflow",
     "apache-airflow-task-sdk",
     "apache-airflow-devel-common",
+    "apache-airflow-providers-common-compat",
     # Additional devel dependencies (do not remove this line and add extra development dependencies)
 ]
 
diff --git a/providers/apache/kylin/src/airflow/providers/apache/kylin/hooks/kylin.py b/providers/apache/kylin/src/airflow/providers/apache/kylin/hooks/kylin.py
index 31a76ac1b1f1b..1caa7b083cf8e 100644
--- a/providers/apache/kylin/src/airflow/providers/apache/kylin/hooks/kylin.py
+++ b/providers/apache/kylin/src/airflow/providers/apache/kylin/hooks/kylin.py
@@ -20,11 +20,7 @@
 from kylinpy import exceptions, kylinpy
 
 from airflow.exceptions import AirflowException
-
-try:
-    from airflow.sdk import BaseHook
-except ImportError:
-    from airflow.hooks.base import BaseHook  # type: ignore[attr-defined,no-redef]
+from airflow.providers.common.compat.sdk import BaseHook
 
 
 class KylinHook(BaseHook):
diff --git a/providers/apache/kylin/src/airflow/providers/apache/kylin/operators/kylin_cube.py b/providers/apache/kylin/src/airflow/providers/apache/kylin/operators/kylin_cube.py
index 7c2b317bffe7a..656dabc7e747c 100644
--- a/providers/apache/kylin/src/airflow/providers/apache/kylin/operators/kylin_cube.py
+++ b/providers/apache/kylin/src/airflow/providers/apache/kylin/operators/kylin_cube.py
@@ -26,10 +26,10 @@
 
 from airflow.exceptions import AirflowException
 from airflow.providers.apache.kylin.hooks.kylin import KylinHook
-from airflow.providers.apache.kylin.version_compat import BaseOperator
+from airflow.providers.common.compat.sdk import BaseOperator
 
 if TYPE_CHECKING:
-    from airflow.utils.context import Context
+    from airflow.providers.common.compat.sdk import Context
 
 
 class KylinCubeOperator(BaseOperator):
diff --git a/providers/apache/kylin/src/airflow/providers/apache/kylin/version_compat.py b/providers/apache/kylin/src/airflow/providers/apache/kylin/version_compat.py
index e7a259afb357c..0956edd21112f 100644
--- a/providers/apache/kylin/src/airflow/providers/apache/kylin/version_compat.py
+++ b/providers/apache/kylin/src/airflow/providers/apache/kylin/version_compat.py
@@ -34,12 +34,6 @@ 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
-else:
-    from airflow.models import BaseOperator
-
 __all__ = [
     "AIRFLOW_V_3_0_PLUS",
-    "BaseOperator",
 ]