diff --git a/notebooks/load-csv-data-s3/notebook.ipynb b/notebooks/load-csv-data-s3/notebook.ipynb
index 01b1459..73280d1 100644
--- a/notebooks/load-csv-data-s3/notebook.ipynb
+++ b/notebooks/load-csv-data-s3/notebook.ipynb
@@ -25,7 +25,7 @@
         "    <b class=\"fa fa-solid fa-exclamation-circle\"></b>\n",
         "    <div>\n",
         "        <p><b>Note</b></p>\n",
-        "        <p>This notebook can be run on a Free Starter Workspace. To create a Free Starter Workspace navigate to <tt>Start</tt> using the left nav. You can also use your existing Standard or Premium workspace with this Notebook.</p>\n",
+        "        <p>This notebook creates a pipeline, data may take up to 1 minute to populate</p>\n",
         "    </div>\n",
         "</div>"
       ]
@@ -36,7 +36,17 @@
       "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"
       ]
     },
     {