diff --git a/providers/src/airflow/providers/standard/sensors/time_delta.py b/providers/src/airflow/providers/standard/sensors/time_delta.py
index 8e0f26ac249dd..4380a2c1a8e62 100644
--- a/providers/src/airflow/providers/standard/sensors/time_delta.py
+++ b/providers/src/airflow/providers/standard/sensors/time_delta.py
@@ -24,7 +24,6 @@
 from packaging.version import Version
 
 from airflow.configuration import conf
-from airflow.exceptions import AirflowSkipException
 from airflow.providers.standard.triggers.temporal import DateTimeTrigger, TimeDeltaTrigger
 from airflow.providers.standard.utils.version_references import AIRFLOW_V_3_0_PLUS
 from airflow.sensors.base import BaseSensorOperator
@@ -89,15 +88,10 @@ def execute(self, context: Context) -> bool | NoReturn:
         if timezone.utcnow() > target_dttm:
             # If the target datetime is in the past, return immediately
             return True
-        try:
-            if AIRFLOW_V_3_0_PLUS:
-                trigger = DateTimeTrigger(moment=target_dttm, end_from_trigger=self.end_from_trigger)
-            else:
-                trigger = DateTimeTrigger(moment=target_dttm)
-        except (TypeError, ValueError) as e:
-            if self.soft_fail:
-                raise AirflowSkipException("Skipping due to soft_fail is set to True.") from e
-            raise
+        if AIRFLOW_V_3_0_PLUS:
+            trigger = DateTimeTrigger(moment=target_dttm, end_from_trigger=self.end_from_trigger)
+        else:
+            trigger = DateTimeTrigger(moment=target_dttm)
 
         # todo: remove backcompat when min airflow version greater than 2.11
         timeout: int | float | timedelta
diff --git a/providers/src/airflow/providers/standard/triggers/external_task.py b/providers/src/airflow/providers/standard/triggers/external_task.py
index 3571230caf8fe..a28e6ae042b79 100644
--- a/providers/src/airflow/providers/standard/triggers/external_task.py
+++ b/providers/src/airflow/providers/standard/triggers/external_task.py
@@ -23,8 +23,8 @@
 from asgiref.sync import sync_to_async
 from sqlalchemy import func
 
-from airflow.sensors.base import FailPolicy
 from airflow.models import DagRun
+from airflow.sensors.base import FailPolicy
 from airflow.providers.standard.utils.sensor_helper import _get_count
 from airflow.providers.standard.utils.version_references import AIRFLOW_V_3_0_PLUS
 from airflow.triggers.base import BaseTrigger, TriggerEvent