diff --git a/notebooks/official/ray_on_vertex_ai/spark_on_ray_on_vertex_ai.ipynb b/notebooks/official/ray_on_vertex_ai/spark_on_ray_on_vertex_ai.ipynb
index 19a3cfd9d..8cde7cf3d 100644
--- a/notebooks/official/ray_on_vertex_ai/spark_on_ray_on_vertex_ai.ipynb
+++ b/notebooks/official/ray_on_vertex_ai/spark_on_ray_on_vertex_ai.ipynb
@@ -44,7 +44,7 @@
         "  </td>    \n",
         "  <td style=\"text-align: center\">\n",
         "    <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/spark_on_ray_on_vertex_ai.ipynb\">\n",
-        "      <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\"><br> Open in Workbench\n",
+        "      <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\"><br> Open in Vertex AI Workbench\n",
         "    </a>\n",
         "  </td>\n",
         "  <td style=\"text-align: center\">\n",
@@ -61,6 +61,8 @@
         "id": "tvgnzT1CKxrO"
       },
       "source": [
+        "## Overview\n",
+        "\n",
         "This tutorial demonstrate how Spark can be run on Ray on Vertex AI using [RayDP](https://github.com/oap-project/raydp).\n",
         "\n",
         "Learn more about [Ray on Vertex AI](https://cloud.google.com/vertex-ai/docs/open-source/ray-on-vertex-ai/overview) and [Spark on Ray on Vertex AI](https://cloud.google.com/vertex-ai/docs/open-source/ray-on-vertex-ai/run-spark-on-ray)."