diff --git a/providers/ftp/src/airflow/providers/ftp/hooks/ftp.py b/providers/ftp/src/airflow/providers/ftp/hooks/ftp.py
index 3fd389c57e6ba..010d33e8a15f7 100644
--- a/providers/ftp/src/airflow/providers/ftp/hooks/ftp.py
+++ b/providers/ftp/src/airflow/providers/ftp/hooks/ftp.py
@@ -23,10 +23,7 @@
 from collections.abc import Callable
 from typing import Any, cast
 
-try:
-    from airflow.sdk import BaseHook
-except ImportError:
-    from airflow.hooks.base import BaseHook  # type: ignore[attr-defined,no-redef]
+from airflow.providers.ftp.version_compat import BaseHook
 
 logger = logging.getLogger(__name__)
 
diff --git a/providers/ftp/src/airflow/providers/ftp/sensors/ftp.py b/providers/ftp/src/airflow/providers/ftp/sensors/ftp.py
index c2b69fadaa36b..f0e3f31d5ba8c 100644
--- a/providers/ftp/src/airflow/providers/ftp/sensors/ftp.py
+++ b/providers/ftp/src/airflow/providers/ftp/sensors/ftp.py
@@ -23,12 +23,7 @@
 from typing import TYPE_CHECKING
 
 from airflow.providers.ftp.hooks.ftp import FTPHook, FTPSHook
-from airflow.providers.ftp.version_compat import AIRFLOW_V_3_0_PLUS
-
-if AIRFLOW_V_3_0_PLUS:
-    from airflow.sdk import BaseSensorOperator
-else:
-    from airflow.sensors.base import BaseSensorOperator  # type: ignore[no-redef]
+from airflow.providers.ftp.version_compat import BaseSensorOperator
 
 if TYPE_CHECKING:
     try:
diff --git a/providers/ftp/src/airflow/providers/ftp/version_compat.py b/providers/ftp/src/airflow/providers/ftp/version_compat.py
index 4f8d5e32bca4a..680f6501ec916 100644
--- a/providers/ftp/src/airflow/providers/ftp/version_compat.py
+++ b/providers/ftp/src/airflow/providers/ftp/version_compat.py
@@ -33,10 +33,17 @@ def get_base_airflow_version_tuple() -> tuple[int, int, int]:
 
 
 AIRFLOW_V_3_0_PLUS = get_base_airflow_version_tuple() >= (3, 0, 0)
+AIRFLOW_V_3_1_PLUS: bool = get_base_airflow_version_tuple() >= (3, 1, 0)
 
 if AIRFLOW_V_3_0_PLUS:
-    from airflow.sdk import BaseOperator
+    from airflow.sdk import BaseOperator, BaseSensorOperator
 else:
     from airflow.models import BaseOperator  # type: ignore[no-redef]
+    from airflow.sensors.base import BaseSensorOperator  # type: ignore[no-redef]
 
-__all__ = ["AIRFLOW_V_3_0_PLUS", "BaseOperator"]
+if AIRFLOW_V_3_1_PLUS:
+    from airflow.sdk import BaseHook
+else:
+    from airflow.hooks.base import BaseHook  # type: ignore[attr-defined,no-redef]
+
+__all__ = ["AIRFLOW_V_3_0_PLUS", "AIRFLOW_V_3_1_PLUS", "BaseHook", "BaseOperator", "BaseSensorOperator"]