diff --git a/notebooks/load-csv-data-s3/notebook.ipynb b/notebooks/load-csv-data-s3/notebook.ipynb
index 01b14595..da5d27d8 100644
--- a/notebooks/load-csv-data-s3/notebook.ipynb
+++ b/notebooks/load-csv-data-s3/notebook.ipynb
@@ -18,7 +18,7 @@
     },
     {
       "cell_type": "markdown",
-      "id": "612bd378-f145-42f1-b8ce-32557a4c00cd",
+      "id": "3df7b8e0-b707-485b-9d53-031b1cb98049",
       "metadata": {},
       "source": [
         "<div class=\"alert alert-block alert-warning\">\n",
@@ -30,13 +30,37 @@
         "</div>"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "id": "612bd378-f145-42f1-b8ce-32557a4c00cd",
+      "metadata": {},
+      "source": [
+        "<div class=\"alert alert-block alert-warning\">\n",
+        "    <b class=\"fa fa-solid fa-exclamation-circle\"></b>\n",
+        "    <div>\n",
+        "        <p><b>Note</b></p>\n",
+        "        <p>This notebook creates a pipeline, data may take up to 1 minute to populate</p>\n",
+        "    </div>\n",
+        "</div>"
+      ]
+    },
     {
       "attachments": {},
       "cell_type": "markdown",
       "id": "481ce5ae-2ee0-4b63-b3f3-a4b53a5bc381",
       "metadata": {},
       "source": [
-        "The Sales Data Analysis use case demonstrates how to utilize Singlestore's powerful querying capabilities to analyze sales data stored in a CSV file. This demo showcases typical operations that businesses perform to gain insights from their sales data, such as calculating total sales, identifying top-selling products, and analyzing sales trends over time. By working through this example, new users will learn how to load CSV data into Singlestore, execute aggregate functions, and perform time-series analysis, which are essential skills for leveraging the full potential of Singlestore in a business intelligence context."
+        "The Sales Data Analysis use case demonstrates how to leverage SingleStore's powerful querying capabilities in a business intelligence context like analyzing sales data stored in a CSV file.\n",
+        "\n",
+        "This demo showcases typical operations that businesses perform to gain insights from their sales data, such as:\n",
+        "- calculating total sales\n",
+        "- identifying top-selling products\n",
+        "- analyzing sales trends over time.\n",
+        "\n",
+        "By working through this example, new users will:\n",
+        "- learn how to load CSV data into Singlestore from S3\n",
+        "- execute aggregate functions\n",
+        "- perform time-series analysis"
       ]
     },
     {