diff --git a/docs/docs/integrations/tools/sql_database.ipynb b/docs/docs/integrations/tools/sql_database.ipynb
index 31ca6be4c12..3045f1697ed 100644
--- a/docs/docs/integrations/tools/sql_database.ipynb
+++ b/docs/docs/integrations/tools/sql_database.ipynb
@@ -11,7 +11,7 @@
    "source": [
     "# SQL Database\n",
     "\n",
-    "::: {.callout-note}\n",
+    ":::note\n",
     "The `SQLDatabase` adapter utility is a wrapper around a database connection.\n",
     "\n",
     "For talking to SQL databases, it uses the [SQLAlchemy] Core API .\n",
@@ -405,7 +405,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,