diff --git a/airflow-core/docs/authoring-and-scheduling/deferring.rst b/airflow-core/docs/authoring-and-scheduling/deferring.rst
index b34b33295ea62..c2922a1ca4c9c 100644
--- a/airflow-core/docs/authoring-and-scheduling/deferring.rst
+++ b/airflow-core/docs/authoring-and-scheduling/deferring.rst
@@ -67,9 +67,8 @@ When writing a deferrable operators these are the main points to consider:
     from typing import Any
 
     from airflow.configuration import conf
-    from airflow.sdk import BaseSensorOperator
+    from airflow.sdk import BaseSensorOperator, Context
     from airflow.providers.standard.triggers.temporal import TimeDeltaTrigger
-    from airflow.utils.context import Context
 
 
     class WaitOneHourSensor(BaseSensorOperator):
@@ -175,14 +174,11 @@ Here's a basic example of how a sensor might trigger deferral:
     from __future__ import annotations
 
     from datetime import timedelta
-    from typing import TYPE_CHECKING, Any
+    from typing import Any
 
-    from airflow.sdk import BaseSensorOperator
+    from airflow.sdk import BaseSensorOperator, Context
     from airflow.providers.standard.triggers.temporal import TimeDeltaTrigger
 
-    if TYPE_CHECKING:
-        from airflow.utils.context import Context
-
 
     class WaitOneHourSensor(BaseSensorOperator):
         def execute(self, context: Context) -> None:
@@ -288,13 +284,9 @@ In the sensor part, we'll need to provide the path to ``TimeDeltaTrigger`` as ``
     from __future__ import annotations
 
     from datetime import timedelta
-    from typing import TYPE_CHECKING, Any
-
-    from airflow.sdk import BaseSensorOperator
-    from airflow.triggers.base import StartTriggerArgs
+    from typing import Any
 
-    if TYPE_CHECKING:
-        from airflow.utils.context import Context
+    from airflow.sdk import BaseSensorOperator, Context, StartTriggerArgs
 
 
     class WaitOneHourSensor(BaseSensorOperator):
@@ -319,13 +311,9 @@ In the sensor part, we'll need to provide the path to ``TimeDeltaTrigger`` as ``
     from __future__ import annotations
 
     from datetime import timedelta
-    from typing import TYPE_CHECKING, Any
-
-    from airflow.sdk import BaseSensorOperator
-    from airflow.triggers.base import StartTriggerArgs
+    from typing import Any
 
-    if TYPE_CHECKING:
-        from airflow.utils.context import Context
+    from airflow.sdk import BaseSensorOperator, Context, StartTriggerArgs
 
 
     class WaitHoursSensor(BaseSensorOperator):
@@ -358,13 +346,9 @@ After the trigger has finished executing, the task may be sent back to the worke
     from __future__ import annotations
 
     from datetime import timedelta
-    from typing import TYPE_CHECKING, Any
-
-    from airflow.sdk import BaseSensorOperator
-    from airflow.triggers.base import StartTriggerArgs
+    from typing import Any
 
-    if TYPE_CHECKING:
-        from airflow.utils.context import Context
+    from airflow.sdk import BaseSensorOperator, Context, StartTriggerArgs
 
 
     class WaitHoursSensor(BaseSensorOperator):
diff --git a/airflow-core/src/airflow/models/mappedoperator.py b/airflow-core/src/airflow/models/mappedoperator.py
index 4b187153ffccc..b7df995291eb7 100644
--- a/airflow-core/src/airflow/models/mappedoperator.py
+++ b/airflow-core/src/airflow/models/mappedoperator.py
@@ -59,13 +59,11 @@
     from airflow.models import TaskInstance
     from airflow.models.dag import DAG as SchedulerDAG
     from airflow.models.expandinput import SchedulerExpandInput
-    from airflow.sdk import BaseOperatorLink
-    from airflow.sdk.definitions.context import Context
+    from airflow.sdk import BaseOperatorLink, Context, StartTriggerArgs
+    from airflow.sdk.definitions.operator_resources import Resources
     from airflow.sdk.definitions.param import ParamsDict
+    from airflow.task.trigger_rule import TriggerRule
     from airflow.ti_deps.deps.base_ti_dep import BaseTIDep
-    from airflow.triggers.base import StartTriggerArgs
-    from airflow.utils.operator_resources import Resources
-    from airflow.utils.trigger_rule import TriggerRule
 
     Operator: TypeAlias = "SerializedBaseOperator | MappedOperator"
 
diff --git a/providers/standard/src/airflow/providers/standard/sensors/date_time.py b/providers/standard/src/airflow/providers/standard/sensors/date_time.py
index 17f8aa47f4dfe..fc6ff69c88ace 100644
--- a/providers/standard/src/airflow/providers/standard/sensors/date_time.py
+++ b/providers/standard/src/airflow/providers/standard/sensors/date_time.py
@@ -24,29 +24,32 @@
 
 from airflow.providers.standard.triggers.temporal import DateTimeTrigger
 from airflow.providers.standard.version_compat import AIRFLOW_V_3_0_PLUS, BaseSensorOperator
-from airflow.utils import timezone
 
 try:
-    from airflow.triggers.base import StartTriggerArgs
-except ImportError:
-    # TODO: Remove this when min airflow version is 2.10.0 for standard provider
-    @dataclass
-    class StartTriggerArgs:  # type: ignore[no-redef]
-        """Arguments required for start task execution from triggerer."""
+    from airflow.sdk import timezone
+except ImportError:  # TODO: Remove this when min airflow version is 3.1.0 for standard provider
+    from airflow.utils import timezone  # type: ignore[attr-defined,no-redef]
 
-        trigger_cls: str
-        next_method: str
-        trigger_kwargs: dict[str, Any] | None = None
-        next_kwargs: dict[str, Any] | None = None
-        timeout: datetime.timedelta | None = None
+try:
+    from airflow.sdk import StartTriggerArgs
+except ImportError:  # TODO: Remove this when min airflow version is 3.1.0 for standard provider
+    try:
+        from airflow.triggers.base import StartTriggerArgs  # type: ignore[no-redef]
+    except ImportError:  # TODO: Remove this when min airflow version is 2.10.0 for standard provider
+
+        @dataclass
+        class StartTriggerArgs:  # type: ignore[no-redef]
+            """Arguments required for start task execution from triggerer."""
+
+            trigger_cls: str
+            next_method: str
+            trigger_kwargs: dict[str, Any] | None = None
+            next_kwargs: dict[str, Any] | None = None
+            timeout: datetime.timedelta | None = None
 
 
 if TYPE_CHECKING:
-    try:
-        from airflow.sdk.definitions.context import Context
-    except ImportError:
-        # TODO: Remove once provider drops support for Airflow 2
-        from airflow.utils.context import Context
+    from airflow.sdk import Context
 
 
 class DateTimeSensor(BaseSensorOperator):
diff --git a/providers/standard/src/airflow/providers/standard/sensors/filesystem.py b/providers/standard/src/airflow/providers/standard/sensors/filesystem.py
index 32681cb0f2716..86e9e3133b029 100644
--- a/providers/standard/src/airflow/providers/standard/sensors/filesystem.py
+++ b/providers/standard/src/airflow/providers/standard/sensors/filesystem.py
@@ -32,26 +32,25 @@
 from airflow.providers.standard.version_compat import BaseSensorOperator
 
 try:
-    from airflow.triggers.base import StartTriggerArgs
-except ImportError:
-    # TODO: Remove this when min airflow version is 2.10.0 for standard provider
-    @dataclass
-    class StartTriggerArgs:  # type: ignore[no-redef]
-        """Arguments required for start task execution from triggerer."""
+    from airflow.sdk import StartTriggerArgs
+except ImportError:  # TODO: Remove this when min airflow version is 3.1.0 for standard provider
+    try:
+        from airflow.triggers.base import StartTriggerArgs  # type: ignore[no-redef]
+    except ImportError:  # TODO: Remove this when min airflow version is 2.10.0 for standard provider
+
+        @dataclass
+        class StartTriggerArgs:  # type: ignore[no-redef]
+            """Arguments required for start task execution from triggerer."""
 
-        trigger_cls: str
-        next_method: str
-        trigger_kwargs: dict[str, Any] | None = None
-        next_kwargs: dict[str, Any] | None = None
-        timeout: datetime.timedelta | None = None
+            trigger_cls: str
+            next_method: str
+            trigger_kwargs: dict[str, Any] | None = None
+            next_kwargs: dict[str, Any] | None = None
+            timeout: datetime.timedelta | None = None
 
 
 if TYPE_CHECKING:
-    try:
-        from airflow.sdk.definitions.context import Context
-    except ImportError:
-        # TODO: Remove once provider drops support for Airflow 2
-        from airflow.utils.context import Context
+    from airflow.sdk import Context
 
 
 class FileSensor(BaseSensorOperator):
diff --git a/providers/standard/src/airflow/providers/standard/sensors/time.py b/providers/standard/src/airflow/providers/standard/sensors/time.py
index 6973dc7b4cc66..988b4b85843f4 100644
--- a/providers/standard/src/airflow/providers/standard/sensors/time.py
+++ b/providers/standard/src/airflow/providers/standard/sensors/time.py
@@ -28,18 +28,21 @@
 from airflow.providers.standard.version_compat import BaseSensorOperator
 
 try:
-    from airflow.triggers.base import StartTriggerArgs
-except ImportError:
-    # TODO: Remove this when min airflow version is 2.10.0 for standard provider
-    @dataclass
-    class StartTriggerArgs:  # type: ignore[no-redef]
-        """Arguments required for start task execution from triggerer."""
+    from airflow.sdk import StartTriggerArgs
+except ImportError:  # TODO: Remove this when min airflow version is 3.1.0 for standard provider
+    try:
+        from airflow.triggers.base import StartTriggerArgs  # type: ignore[no-redef]
+    except ImportError:  # TODO: Remove this when min airflow version is 2.10.0 for standard provider
 
-        trigger_cls: str
-        next_method: str
-        trigger_kwargs: dict[str, Any] | None = None
-        next_kwargs: dict[str, Any] | None = None
-        timeout: datetime.timedelta | None = None
+        @dataclass
+        class StartTriggerArgs:  # type: ignore[no-redef]
+            """Arguments required for start task execution from triggerer."""
+
+            trigger_cls: str
+            next_method: str
+            trigger_kwargs: dict[str, Any] | None = None
+            next_kwargs: dict[str, Any] | None = None
+            timeout: datetime.timedelta | None = None
 
 
 try:
@@ -48,11 +51,7 @@ class StartTriggerArgs:  # type: ignore[no-redef]
     from airflow.utils import timezone  # type: ignore[attr-defined,no-redef]
 
 if TYPE_CHECKING:
-    try:
-        from airflow.sdk.definitions.context import Context
-    except ImportError:
-        # TODO: Remove once provider drops support for Airflow 2
-        from airflow.utils.context import Context
+    from airflow.sdk import Context
 
 
 class TimeSensor(BaseSensorOperator):