diff --git a/backend/python/app/sources/external/microsoft/one_note/one_note.py b/backend/python/app/sources/external/microsoft/one_note/one_note.py
index 76dbc9ad19..4d0cf41c63 100644
--- a/backend/python/app/sources/external/microsoft/one_note/one_note.py
+++ b/backend/python/app/sources/external/microsoft/one_note/one_note.py
@@ -1,5 +1,3 @@
-
-
 import json
 import logging
 from dataclasses import asdict
@@ -7160,38 +7158,52 @@ async def me_onenote_notebooks_section_groups_sections_update_pages(
         """
         # Build query parameters including OData for OneNote
         try:
-            # Use typed query parameters
-            query_params = RequestConfiguration()
-            # Set query parameters using typed object properties
-            if select:
-                query_params.select = select if isinstance(select, list) else [select]
-            if expand:
-                query_params.expand = expand if isinstance(expand, list) else [expand]
-            if filter:
-                query_params.filter = filter
-            if orderby:
-                query_params.orderby = orderby
-            if search:
-                query_params.search = search
-            if top is not None:
-                query_params.top = top
-            if skip is not None:
-                query_params.skip = skip
-
-            # Create proper typed request configuration
-            config = RequestConfiguration()
-            config.query_parameters = query_params
-
-            if headers:
-                config.headers = headers
-
-            # Add consistency level for search operations in OneNote
-            if search:
-                if not config.headers:
-                    config.headers = {}
-                config.headers['ConsistencyLevel'] = 'eventual'
-
-            response = await self.client.me.onenote.notebooks.by_notebook_id(notebook_id).section_groups.by_section_group_id(sectionGroup_id).sections.by_onenote_section_id(onenoteSection_id).pages.by_onenote_page_id(onenotePage_id).patch(body=request_body, request_configuration=config)
+            # Only create objects if really needed to avoid double-initialization
+            qp_set = any([
+                select, expand, filter, orderby, search, top is not None, skip is not None
+            ])
+            # Only instantiate RequestConfiguration objects if necessary
+            if qp_set:
+                # Direct instance with bulk assignment
+                query_params = RequestConfiguration()
+                if select:
+                    query_params.select = select if isinstance(select, list) else [select]
+                if expand:
+                    query_params.expand = expand if isinstance(expand, list) else [expand]
+                if filter:
+                    query_params.filter = filter
+                if orderby:
+                    query_params.orderby = orderby
+                if search:
+                    query_params.search = search
+                if top is not None:
+                    query_params.top = top
+                if skip is not None:
+                    query_params.skip = skip
+            else:
+                query_params = None
+
+            if query_params is not None or headers is not None or search:
+                config = RequestConfiguration()
+                if query_params is not None:
+                    config.query_parameters = query_params
+                if headers:
+                    config.headers = headers
+                # Add consistency level header if search parameter is used
+                if search:
+                    if not hasattr(config, "headers") or config.headers is None:
+                        config.headers = {}
+                    config.headers['ConsistencyLevel'] = 'eventual'
+            else:
+                config = None
+
+            # Fetch endpoint shortcut just once to minimize lookup time in call chain
+            endpoint = self.client.me.onenote.notebooks \
+                .by_notebook_id(notebook_id) \
+                .section_groups.by_section_group_id(sectionGroup_id) \
+                .sections.by_onenote_section_id(onenoteSection_id) \
+                .pages.by_onenote_page_id(onenotePage_id)
+            response = await endpoint.patch(body=request_body, request_configuration=config)
             return self._handle_onenote_response(response)
         except Exception as e:
             return OneNoteResponse(