diff --git a/notebooks/data_partners_partner_link_python_sdk.ipynb b/notebooks/data_partners_partner_link_python_sdk.ipynb
index 7f1c81b..d7567e9 100644
--- a/notebooks/data_partners_partner_link_python_sdk.ipynb
+++ b/notebooks/data_partners_partner_link_python_sdk.ipynb
@@ -147,7 +147,7 @@
         "\n",
         "## The Two Personas\n",
         "In a typical integration where partner linking happens within your platform's UI, two distinct roles interact with the API:\n",
-        "* **The Advertiser:** The Google Ads account owner who authorizes the connection via your UI (**Uses OAuth**).\n",
+        "* **The Advertiser:** The Google Ads account owner who authorizes the connection using your UI (**Uses OAuth**).\n",
         "* **The Data Partner (You):** The platform working in the background to retrieve the link, create audiences, and push data (**Uses a Service Account**).\n",
         "\n",
         "## Choose Your Execution Path\n",