diff --git a/providers/databricks/pyproject.toml b/providers/databricks/pyproject.toml
index da312a725b5e4..0bf95edcd7b7e 100644
--- a/providers/databricks/pyproject.toml
+++ b/providers/databricks/pyproject.toml
@@ -58,7 +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>=1.6.0",
+    "apache-airflow-providers-common-compat>=1.7.4",    # TODO: bump to next version
     "apache-airflow-providers-common-sql>=1.27.0",
     "requests>=2.32.0,<3",
     "databricks-sql-connector>=4.0.0",
diff --git a/providers/databricks/src/airflow/providers/databricks/operators/databricks.py b/providers/databricks/src/airflow/providers/databricks/operators/databricks.py
index 2c1607bb53df0..3e16daf80cda3 100644
--- a/providers/databricks/src/airflow/providers/databricks/operators/databricks.py
+++ b/providers/databricks/src/airflow/providers/databricks/operators/databricks.py
@@ -28,6 +28,7 @@
 
 from airflow.configuration import conf
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseOperator, BaseOperatorLink, XCom
 from airflow.providers.databricks.hooks.databricks import (
     DatabricksHook,
     RunLifeCycleState,
@@ -51,7 +52,7 @@
     validate_trigger_event,
 )
 from airflow.providers.databricks.utils.mixins import DatabricksSQLStatementsMixin
-from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS, BaseOperator
+from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS
 
 if TYPE_CHECKING:
     from airflow.models.taskinstancekey import TaskInstanceKey
@@ -62,13 +63,6 @@
     from airflow.sdk import TaskGroup
     from airflow.sdk.types import Context, Logger
 
-if AIRFLOW_V_3_0_PLUS:
-    from airflow.sdk import BaseOperatorLink
-    from airflow.sdk.execution_time.xcom import XCom
-else:
-    from airflow.models import XCom
-    from airflow.models.baseoperatorlink import BaseOperatorLink  # type: ignore[no-redef]
-
 DEFER_METHOD_NAME = "execute_complete"
 XCOM_RUN_ID_KEY = "run_id"
 XCOM_JOB_ID_KEY = "job_id"
diff --git a/providers/databricks/src/airflow/providers/databricks/operators/databricks_repos.py b/providers/databricks/src/airflow/providers/databricks/operators/databricks_repos.py
index 2d5f6db840480..55a29d0e41e92 100644
--- a/providers/databricks/src/airflow/providers/databricks/operators/databricks_repos.py
+++ b/providers/databricks/src/airflow/providers/databricks/operators/databricks_repos.py
@@ -26,15 +26,11 @@
 from urllib.parse import urlsplit
 
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseOperator
 from airflow.providers.databricks.hooks.databricks import DatabricksHook
-from airflow.providers.databricks.version_compat import BaseOperator
 
 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.providers.common.compat.sdk import Context
 
 
 class DatabricksReposCreateOperator(BaseOperator):
diff --git a/providers/databricks/src/airflow/providers/databricks/operators/databricks_sql.py b/providers/databricks/src/airflow/providers/databricks/operators/databricks_sql.py
index 5d9b08a662652..4c7e113e9d9c6 100644
--- a/providers/databricks/src/airflow/providers/databricks/operators/databricks_sql.py
+++ b/providers/databricks/src/airflow/providers/databricks/operators/databricks_sql.py
@@ -28,12 +28,12 @@
 from databricks.sql.utils import ParamEscaper
 
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseOperator
 from airflow.providers.common.sql.operators.sql import SQLExecuteQueryOperator
 from airflow.providers.databricks.hooks.databricks_sql import DatabricksSqlHook
-from airflow.providers.databricks.version_compat import BaseOperator
 
 if TYPE_CHECKING:
-    from airflow.utils.context import Context
+    from airflow.providers.common.compat.sdk import Context
 
 
 class DatabricksSqlOperator(SQLExecuteQueryOperator):
diff --git a/providers/databricks/src/airflow/providers/databricks/operators/databricks_workflow.py b/providers/databricks/src/airflow/providers/databricks/operators/databricks_workflow.py
index 836858bb969ed..a7fc847199b98 100644
--- a/providers/databricks/src/airflow/providers/databricks/operators/databricks_workflow.py
+++ b/providers/databricks/src/airflow/providers/databricks/operators/databricks_workflow.py
@@ -26,24 +26,20 @@
 from mergedeep import merge
 
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseOperator, TaskGroup
 from airflow.providers.databricks.hooks.databricks import DatabricksHook, RunLifeCycleState
 from airflow.providers.databricks.plugins.databricks_workflow import (
     WorkflowJobRepairAllFailedLink,
     WorkflowJobRunLink,
     store_databricks_job_run_link,
 )
-from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS, BaseOperator
-
-try:
-    from airflow.sdk import TaskGroup
-except ImportError:
-    from airflow.utils.task_group import TaskGroup  # type: ignore[no-redef]
+from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS
 
 if TYPE_CHECKING:
     from types import TracebackType
 
     from airflow.models.taskmixin import DAGNode
-    from airflow.utils.context import Context
+    from airflow.providers.common.compat.sdk import Context
 
 
 @dataclass
diff --git a/providers/databricks/src/airflow/providers/databricks/plugins/databricks_workflow.py b/providers/databricks/src/airflow/providers/databricks/plugins/databricks_workflow.py
index c0fc3360e1931..651eaf18fdca2 100644
--- a/providers/databricks/src/airflow/providers/databricks/plugins/databricks_workflow.py
+++ b/providers/databricks/src/airflow/providers/databricks/plugins/databricks_workflow.py
@@ -25,8 +25,9 @@
 from airflow.models.dagrun import DagRun
 from airflow.models.taskinstance import TaskInstance, TaskInstanceKey, clear_task_instances
 from airflow.plugins_manager import AirflowPlugin
+from airflow.providers.common.compat.sdk import BaseOperatorLink, TaskGroup, XCom
 from airflow.providers.databricks.hooks.databricks import DatabricksHook
-from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS, BaseOperatorLink, TaskGroup, XCom
+from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS
 from airflow.utils.log.logging_mixin import LoggingMixin
 from airflow.utils.state import TaskInstanceState
 
@@ -34,9 +35,9 @@
     from sqlalchemy.orm.session import Session
 
     from airflow.models import BaseOperator
+    from airflow.providers.common.compat.sdk import Context
     from airflow.providers.databricks.operators.databricks import DatabricksTaskBaseOperator
     from airflow.sdk.types import Logger
-    from airflow.utils.context import Context
 
 
 REPAIR_WAIT_ATTEMPTS = os.getenv("DATABRICKS_REPAIR_WAIT_ATTEMPTS", 20)
diff --git a/providers/databricks/src/airflow/providers/databricks/sensors/databricks.py b/providers/databricks/src/airflow/providers/databricks/sensors/databricks.py
index a10c5bdad4b3d..671aa9ec33779 100644
--- a/providers/databricks/src/airflow/providers/databricks/sensors/databricks.py
+++ b/providers/databricks/src/airflow/providers/databricks/sensors/databricks.py
@@ -24,18 +24,13 @@
 
 from airflow.configuration import conf
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseSensorOperator
 from airflow.providers.databricks.hooks.databricks import DatabricksHook, SQLStatementState
 from airflow.providers.databricks.operators.databricks import DEFER_METHOD_NAME
 from airflow.providers.databricks.utils.mixins import DatabricksSQLStatementsMixin
-from airflow.providers.databricks.version_compat import AIRFLOW_V_3_0_PLUS
-
-if AIRFLOW_V_3_0_PLUS:
-    from airflow.sdk.bases.sensor import BaseSensorOperator
-else:
-    from airflow.sensors.base import BaseSensorOperator  # type: ignore[no-redef]
 
 if TYPE_CHECKING:
-    from airflow.utils.context import Context
+    from airflow.providers.common.compat.sdk import Context
 
 XCOM_STATEMENT_ID_KEY = "statement_id"
 
diff --git a/providers/databricks/src/airflow/providers/databricks/sensors/databricks_partition.py b/providers/databricks/src/airflow/providers/databricks/sensors/databricks_partition.py
index 49f9ed874e6bc..579cc500bcd7d 100644
--- a/providers/databricks/src/airflow/providers/databricks/sensors/databricks_partition.py
+++ b/providers/databricks/src/airflow/providers/databricks/sensors/databricks_partition.py
@@ -28,21 +28,12 @@
 from databricks.sql.utils import ParamEscaper
 
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseSensorOperator
 from airflow.providers.common.sql.hooks.handlers import fetch_all_handler
 from airflow.providers.databricks.hooks.databricks_sql import DatabricksSqlHook
-from airflow.providers.databricks.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]
 
 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.providers.common.compat.sdk import Context
 
 
 class DatabricksPartitionSensor(BaseSensorOperator):
diff --git a/providers/databricks/src/airflow/providers/databricks/sensors/databricks_sql.py b/providers/databricks/src/airflow/providers/databricks/sensors/databricks_sql.py
index 1eca4c7adae4b..574d9ad1cf2e2 100644
--- a/providers/databricks/src/airflow/providers/databricks/sensors/databricks_sql.py
+++ b/providers/databricks/src/airflow/providers/databricks/sensors/databricks_sql.py
@@ -25,21 +25,12 @@
 from typing import TYPE_CHECKING, Any
 
 from airflow.exceptions import AirflowException
+from airflow.providers.common.compat.sdk import BaseSensorOperator
 from airflow.providers.common.sql.hooks.handlers import fetch_all_handler
 from airflow.providers.databricks.hooks.databricks_sql import DatabricksSqlHook
-from airflow.providers.databricks.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]
 
 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.providers.common.compat.sdk import Context
 
 
 class DatabricksSqlSensor(BaseSensorOperator):
diff --git a/providers/databricks/src/airflow/providers/databricks/version_compat.py b/providers/databricks/src/airflow/providers/databricks/version_compat.py
index 3d5385a1eb814..0956edd21112f 100644
--- a/providers/databricks/src/airflow/providers/databricks/version_compat.py
+++ b/providers/databricks/src/airflow/providers/databricks/version_compat.py
@@ -34,18 +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, BaseOperatorLink, TaskGroup
-    from airflow.sdk.execution_time.xcom import XCom
-else:
-    from airflow.models import BaseOperator, XCom
-    from airflow.models.baseoperatorlink import BaseOperatorLink  # type: ignore[no-redef]
-    from airflow.utils.task_group import TaskGroup  # type: ignore[no-redef]
-
 __all__ = [
     "AIRFLOW_V_3_0_PLUS",
-    "BaseOperator",
-    "BaseOperatorLink",
-    "TaskGroup",
-    "XCom",
 ]