diff --git a/dev/breeze/tests/test_selective_checks.py b/dev/breeze/tests/test_selective_checks.py
index 6c54340e37f06..9f7ea9a9a1034 100644
--- a/dev/breeze/tests/test_selective_checks.py
+++ b/dev/breeze/tests/test_selective_checks.py
@@ -2151,7 +2151,7 @@ def test_upgrade_to_newer_dependencies(
         ),
         pytest.param(
             ("providers/celery/src/airflow/providers/celery/file.py",),
-            {"docs-list-as-string": "celery cncf.kubernetes"},
+            {"docs-list-as-string": "celery cncf.kubernetes common.compat"},
             id="Celery python files changed",
         ),
         pytest.param(
diff --git a/providers/celery/pyproject.toml b/providers/celery/pyproject.toml
index fc25e9531eee4..c20b58f15e96f 100644
--- a/providers/celery/pyproject.toml
+++ b/providers/celery/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",
     # The Celery is known to introduce problems when upgraded to a MAJOR version. Airflow Core
     # Uses Celery for CeleryExecutor, and we also know that Kubernetes Python client follows SemVer
     # (https://docs.celeryq.dev/en/stable/contributing.html?highlight=semver#versions).
@@ -79,6 +80,7 @@ dev = [
     "apache-airflow-task-sdk",
     "apache-airflow-devel-common",
     "apache-airflow-providers-cncf-kubernetes",
+    "apache-airflow-providers-common-compat",
     # Additional devel dependencies (do not remove this line and add extra development dependencies)
 ]
 
diff --git a/providers/celery/src/airflow/providers/celery/executors/celery_executor_utils.py b/providers/celery/src/airflow/providers/celery/executors/celery_executor_utils.py
index 76202dd139f33..9b48efbc38090 100644
--- a/providers/celery/src/airflow/providers/celery/executors/celery_executor_utils.py
+++ b/providers/celery/src/airflow/providers/celery/executors/celery_executor_utils.py
@@ -44,7 +44,8 @@
 from airflow.configuration import conf
 from airflow.exceptions import AirflowException, AirflowProviderDeprecationWarning, AirflowTaskTimeout
 from airflow.executors.base_executor import BaseExecutor
-from airflow.providers.celery.version_compat import AIRFLOW_V_3_0_PLUS, timeout
+from airflow.providers.celery.version_compat import AIRFLOW_V_3_0_PLUS
+from airflow.providers.common.compat.sdk import timeout
 from airflow.stats import Stats
 from airflow.utils.log.logging_mixin import LoggingMixin
 from airflow.utils.net import get_hostname
diff --git a/providers/celery/src/airflow/providers/celery/version_compat.py b/providers/celery/src/airflow/providers/celery/version_compat.py
index 9dbb0942ea72f..718adeae40e5e 100644
--- a/providers/celery/src/airflow/providers/celery/version_compat.py
+++ b/providers/celery/src/airflow/providers/celery/version_compat.py
@@ -28,10 +28,4 @@ def get_base_airflow_version_tuple() -> tuple[int, int, int]:
 
 AIRFLOW_V_3_0_PLUS = get_base_airflow_version_tuple() >= (3, 0, 0)
 
-try:
-    from airflow.sdk.execution_time.timeout import timeout
-except ImportError:
-    from airflow.utils.timeout import timeout  # type: ignore[assignment,attr-defined,no-redef]
-
-
-__all__ = ["AIRFLOW_V_3_0_PLUS", "timeout"]
+__all__ = ["AIRFLOW_V_3_0_PLUS"]