diff --git a/airflow/providers/databricks/hooks/databricks.py b/airflow/providers/databricks/hooks/databricks.py
index ffa77570d5ab9..79116604124ba 100644
--- a/airflow/providers/databricks/hooks/databricks.py
+++ b/airflow/providers/databricks/hooks/databricks.py
@@ -27,6 +27,8 @@
 """
 from typing import Any, Dict, List, Optional
 
+from requests import exceptions as requests_exceptions
+
 from airflow.exceptions import AirflowException
 from airflow.providers.databricks.hooks.databricks_base import BaseDatabricksHook
 
@@ -364,12 +366,16 @@ def create_repo(self, json: Dict[str, Any]) -> dict:
 
     def get_repo_by_path(self, path: str) -> Optional[str]:
         """
-
-        :param path:
-        :return:
-        """
-        result = self._do_api_call(WORKSPACE_GET_STATUS_ENDPOINT, {'path': path})
-        if result.get('object_type', '') == 'REPO':
-            return str(result['object_id'])
+        Obtains Repos ID by path
+        :param path: path to a repository
+        :return: Repos ID if it exists, None if doesn't.
+        """
+        try:
+            result = self._do_api_call(WORKSPACE_GET_STATUS_ENDPOINT, {'path': path}, wrap_http_errors=False)
+            if result.get('object_type', '') == 'REPO':
+                return str(result['object_id'])
+        except requests_exceptions.HTTPError as e:
+            if e.response.status_code != 404:
+                raise e
 
         return None
diff --git a/airflow/providers/databricks/hooks/databricks_base.py b/airflow/providers/databricks/hooks/databricks_base.py
index 1a418fd04e625..6e0f1b44d8ae7 100644
--- a/airflow/providers/databricks/hooks/databricks_base.py
+++ b/airflow/providers/databricks/hooks/databricks_base.py
@@ -307,7 +307,12 @@ def _get_token(self, raise_error: bool = False) -> Optional[str]:
     def _log_request_error(self, attempt_num: int, error: str) -> None:
         self.log.error('Attempt %s API Request to Databricks failed with reason: %s', attempt_num, error)
 
-    def _do_api_call(self, endpoint_info: Tuple[str, str], json: Optional[Dict[str, Any]] = None):
+    def _do_api_call(
+        self,
+        endpoint_info: Tuple[str, str],
+        json: Optional[Dict[str, Any]] = None,
+        wrap_http_errors: bool = True,
+    ):
         """
         Utility function to perform an API call with retries
 
@@ -362,7 +367,12 @@ def _do_api_call(self, endpoint_info: Tuple[str, str], json: Optional[Dict[str,
         except RetryError:
             raise AirflowException(f'API requests to Databricks failed {self.retry_limit} times. Giving up.')
         except requests_exceptions.HTTPError as e:
-            raise AirflowException(f'Response: {e.response.content}, Status Code: {e.response.status_code}')
+            if wrap_http_errors:
+                raise AirflowException(
+                    f'Response: {e.response.content}, Status Code: {e.response.status_code}'
+                )
+            else:
+                raise e
 
     @staticmethod
     def _get_error_code(exception: BaseException) -> str: