diff --git a/providers/microsoft/azure/pyproject.toml b/providers/microsoft/azure/pyproject.toml
index 68e64242e8dee..bb62f0052c3b1 100644
--- a/providers/microsoft/azure/pyproject.toml
+++ b/providers/microsoft/azure/pyproject.toml
@@ -81,11 +81,11 @@ dependencies = [
     "azure-mgmt-containerinstance>=10.1.0",
     "flask-appbuilder>=4.0.0",
     "msgraph-core>=1.3.3",
-    "microsoft-kiota-http>=1.9.0,<2.0.0",
-    "microsoft-kiota-serialization-json>=1.9.0",
-    "microsoft-kiota-serialization-text>=1.9.0",
-    "microsoft-kiota-abstractions>=1.9.0,<2.0.0",
-    "microsoft-kiota-authentication-azure>=1.9.0,<2.0.0",
+    "microsoft-kiota-http>=1.9.4,<2.0.0",
+    "microsoft-kiota-serialization-json>=1.9.4",
+    "microsoft-kiota-serialization-text>=1.9.4",
+    "microsoft-kiota-abstractions>=1.9.4,<2.0.0",
+    "microsoft-kiota-authentication-azure>=1.9.4,<2.0.0",
     "msal-extensions>=1.1.0",
     "portalocker>=2.8.1",
 ]
diff --git a/providers/microsoft/azure/src/airflow/providers/microsoft/azure/hooks/msgraph.py b/providers/microsoft/azure/src/airflow/providers/microsoft/azure/hooks/msgraph.py
index 94ee15847f8ff..be1725836a3c5 100644
--- a/providers/microsoft/azure/src/airflow/providers/microsoft/azure/hooks/msgraph.py
+++ b/providers/microsoft/azure/src/airflow/providers/microsoft/azure/hooks/msgraph.py
@@ -299,6 +299,7 @@ def get_conn(self) -> RequestAdapter:
                     timeout=Timeout(timeout=self.timeout),
                     verify=verify,
                     trust_env=trust_env,
+                    base_url=base_url,
                 ),
                 host=host,  # type: ignore
             )
@@ -446,9 +447,9 @@ def request_information(
             request_information.url = url
         elif request_information.query_parameters.keys():
             query = ",".join(request_information.query_parameters.keys())
-            request_information.url_template = f"{{+baseurl}}/{self.normalize_url(url)}{{?{query}}}"
+            request_information.url_template = f"{{+baseurl}}{self.normalize_url(url)}{{?{query}}}"
         else:
-            request_information.url_template = f"{{+baseurl}}/{self.normalize_url(url)}"
+            request_information.url_template = f"{{+baseurl}}{self.normalize_url(url)}"
         if not response_type:
             request_information.request_options[ResponseHandlerOption.get_key()] = ResponseHandlerOption(
                 response_handler=DefaultResponseHandler()
@@ -467,6 +468,7 @@ def request_information(
                 header_name=RequestInformation.CONTENT_TYPE_HEADER, header_value="application/json"
             )
             request_information.content = json.dumps(data).encode("utf-8")
+        print("Request Information:", request_information.url)
         return request_information
 
     @staticmethod
diff --git a/providers/microsoft/azure/tests/unit/microsoft/azure/hooks/test_msgraph.py b/providers/microsoft/azure/tests/unit/microsoft/azure/hooks/test_msgraph.py
index a81e4df2e5a95..e01ab8de6a20d 100644
--- a/providers/microsoft/azure/tests/unit/microsoft/azure/hooks/test_msgraph.py
+++ b/providers/microsoft/azure/tests/unit/microsoft/azure/hooks/test_msgraph.py
@@ -88,7 +88,7 @@ def test_get_conn(self):
             actual = hook.get_conn()
 
             assert isinstance(actual, HttpxRequestAdapter)
-            assert actual.base_url == "https://graph.microsoft.com/v1.0"
+            assert actual.base_url == "https://graph.microsoft.com/v1.0/"
 
     def test_get_conn_with_custom_base_url(self):
         connection = lambda conn_id: get_airflow_connection(
@@ -105,7 +105,7 @@ def test_get_conn_with_custom_base_url(self):
             actual = hook.get_conn()
 
             assert isinstance(actual, HttpxRequestAdapter)
-            assert actual.base_url == "https://api.fabric.microsoft.com/v1"
+            assert actual.base_url == "https://api.fabric.microsoft.com/v1/"
 
     def test_get_conn_with_proxies_as_string(self):
         connection = lambda conn_id: get_airflow_connection(