diff --git a/self-paced-labs/data-science-spark/spark_data_science.ipynb b/self-paced-labs/data-science-spark/spark_data_science.ipynb
index dd595d97b0..1408f94224 100644
--- a/self-paced-labs/data-science-spark/spark_data_science.ipynb
+++ b/self-paced-labs/data-science-spark/spark_data_science.ipynb
@@ -191,7 +191,7 @@
         "id": "RVDKd--rJ-_H"
       },
       "source": [
-        "# **Task 3. Create a connection to Google Cloud Serverless for Apache Spark**\n",
+        "# **Task 3. Create a connection to Managed Service for Apache Spark serverless**\n",
         "\n",
         "In this task, you use the Spark Connect client that connects to a serverless Spark session to run interactive Spark jobs by completing the following steps:\n",
         "\n",
@@ -1015,7 +1015,9 @@
         "id": "pqzoNsHpVI4_"
       },
       "source": [
-        "Using the ADK, define an agent below and provide the `predict_purchase` function as a tool."
+        "Using the ADK, define an agent below and provide the `predict_purchase` function as a tool.\n",
+        "\n",
+        "Refer to **Task 11: Configure an agent** in the Lab for replacing the `GEMINI_FLASH_MODEL_ID` variable."
       ]
     },
     {