diff --git a/airflow/providers/databricks/hooks/databricks.py b/airflow/providers/databricks/hooks/databricks.py
index 458577f95ffda..d69d0d3295728 100644
--- a/airflow/providers/databricks/hooks/databricks.py
+++ b/airflow/providers/databricks/hooks/databricks.py
@@ -46,6 +46,7 @@
 DELETE_RUN_ENDPOINT = ("POST", "api/2.1/jobs/runs/delete")
 REPAIR_RUN_ENDPOINT = ("POST", "api/2.1/jobs/runs/repair")
 OUTPUT_RUNS_JOB_ENDPOINT = ("GET", "api/2.1/jobs/runs/get-output")
+CANCEL_ALL_RUNS_ENDPOINT = ("POST", "api/2.1/jobs/runs/cancel-all")
 
 INSTALL_LIBS_ENDPOINT = ("POST", "api/2.0/libraries/install")
 UNINSTALL_LIBS_ENDPOINT = ("POST", "api/2.0/libraries/uninstall")
@@ -353,6 +354,15 @@ def cancel_run(self, run_id: int) -> None:
         json = {"run_id": run_id}
         self._do_api_call(CANCEL_RUN_ENDPOINT, json)
 
+    def cancel_all_runs(self, job_id: int) -> None:
+        """
+        Cancels all active runs of a job. The runs are canceled asynchronously.
+
+        :param job_id: The canonical identifier of the job to cancel all runs of
+        """
+        json = {"job_id": job_id}
+        self._do_api_call(CANCEL_ALL_RUNS_ENDPOINT, json)
+
     def delete_run(self, run_id: int) -> None:
         """
         Deletes a non-active run.
diff --git a/tests/providers/databricks/hooks/test_databricks.py b/tests/providers/databricks/hooks/test_databricks.py
index 1d6d862363e5a..ec3d9e28c6ad8 100644
--- a/tests/providers/databricks/hooks/test_databricks.py
+++ b/tests/providers/databricks/hooks/test_databricks.py
@@ -138,11 +138,18 @@ def get_run_output_endpoint(host):
 
 def cancel_run_endpoint(host):
     """
-    Utility function to generate the get run endpoint given the host.
+    Utility function to generate the cancel run endpoint given the host.
     """
     return f"https://{host}/api/2.1/jobs/runs/cancel"
 
 
+def cancel_all_runs_endpoint(host):
+    """
+    Utility function to generate the cancel all runs endpoint given the host.
+    """
+    return f"https://{host}/api/2.1/jobs/runs/cancel-all"
+
+
 def delete_run_endpoint(host):
     """
     Utility function to generate delete run endpoint given the host.
@@ -535,6 +542,21 @@ def test_cancel_run(self, mock_requests):
             timeout=self.hook.timeout_seconds,
         )
 
+    @mock.patch("airflow.providers.databricks.hooks.databricks_base.requests")
+    def test_cancel_all_runs(self, mock_requests):
+        mock_requests.post.return_value.json.return_value = {}
+
+        self.hook.cancel_all_runs(JOB_ID)
+
+        mock_requests.post.assert_called_once_with(
+            cancel_all_runs_endpoint(HOST),
+            json={"job_id": JOB_ID},
+            params=None,
+            auth=HTTPBasicAuth(LOGIN, PASSWORD),
+            headers=self.hook.user_agent_header,
+            timeout=self.hook.timeout_seconds,
+        )
+
     @mock.patch("airflow.providers.databricks.hooks.databricks_base.requests")
     def test_delete_run(self, mock_requests):
         mock_requests.post.return_value.json.return_value = {}