diff --git a/samples/snowplow-web-analytics/readme.md b/samples/snowplow-web-analytics/readme.md
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+# Snowplow Digital Analytics with Snowflake
+
+We are providing a notebook to be used, in [Snowflake Notebooks](https://docs.snowflake.com/en/user-guide/ui-snowsight/notebooks) along with our [tutorial](https://quickstarts.snowflake.com/guide/snowplow-web-analytics).
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diff --git a/samples/snowplow-web-analytics/snowplow_derived_data_exploration.ipynb b/samples/snowplow-web-analytics/snowplow_derived_data_exploration.ipynb
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+{
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Streamlit Notebook",
+   "name": "streamlit"
+  }
+ },
+ "nbformat_minor": 5,
+ "nbformat": 4,
+ "cells": [
+  {
+   "cell_type": "code",
+   "id": "3775908f-ca36-4846-8f38-5adca39217f2",
+   "metadata": {
+    "language": "python",
+    "name": "cell1"
+   },
+   "source": "# Import python packages\nimport streamlit as st\nimport pandas as pd\n\n# We can also use Snowpark for our analyses!\nfrom snowflake.snowpark.context import get_active_session\nsession = get_active_session()\n",
+   "execution_count": null,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "id": "8d50cbf4-0c8d-4950-86cb-114990437ac9",
+   "metadata": {
+    "language": "sql",
+    "name": "cell2"
+   },
+   "source": "SHOW TABLES IN SCHEMA snowplow.derived;",
+   "execution_count": null,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "id": "c695373e-ac74-4b62-a1f1-08206cbd5c81",
+   "metadata": {
+    "language": "sql",
+    "name": "cell3"
+   },
+   "source": "SELECT * FROM derived.snowplow_unified_users LIMIT 5;",
+   "execution_count": null,
+   "outputs": []
+  },
+  {
+   "cell_type": "code",
+   "id": "f48e1d0d-1578-4727-a46b-dcb78daa91a0",
+   "metadata": {
+    "language": "sql",
+    "name": "cell4"
+   },
+   "outputs": [],
+   "source": "SELECT\n  DATE_TRUNC('day', START_TSTAMP) AS first_session_date,\n  COUNT(*) AS new_users\nFROM\n  derived.snowplow_unified_users\nGROUP BY\n  first_session_date\nORDER BY\n  first_session_date;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "d903087d-c987-4a37-8687-335fbe08371d",
+   "metadata": {
+    "language": "sql",
+    "name": "cell5"
+   },
+   "outputs": [],
+   "source": "SELECT\n  USER_ID,\n  SESSIONS,\n  ENGAGED_TIME_IN_S\nFROM derived.snowplow_unified_users\nORDER BY\n  ENGAGED_TIME_IN_S DESC\nLIMIT 10;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "0bce5d61-1b09-4582-86cd-7e1fb968acbd",
+   "metadata": {
+    "language": "sql",
+    "name": "cell6"
+   },
+   "outputs": [],
+   "source": "SELECT\n  AVG(engaged_time_in_s) AS average_session_duration\nFROM\n  derived.snowplow_unified_sessions;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "3dc3730a-8590-4322-a1f4-11f6e81a48ee",
+   "metadata": {
+    "language": "sql",
+    "name": "cell7"
+   },
+   "outputs": [],
+   "source": "SELECT\n  DATE_TRUNC('day', START_TSTAMP) AS session_date,\n  COUNT(*) AS session_count\nFROM\n  derived.snowplow_unified_sessions\nWHERE\n  START_TSTAMP >= DATEADD('day', -7, CURRENT_DATE)\nGROUP BY\n  session_date\nORDER BY\n  session_date;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "a468690c-84c5-4258-bbaa-b31e39b218f0",
+   "metadata": {
+    "language": "sql",
+    "name": "cell8"
+   },
+   "outputs": [],
+   "source": "SELECT\n  user_id,\n  COUNT(*) AS session_count\nFROM derived.snowplow_unified_sessions\nGROUP BY\n  user_id\nORDER BY\n  session_count DESC\nLIMIT 10;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "a2b2ee06-26d0-4f71-be36-7e436e56b61e",
+   "metadata": {
+    "language": "sql",
+    "name": "cell9"
+   },
+   "outputs": [],
+   "source": "SELECT\n  page_urlpath,\n  COUNT(*) AS view_count\nFROM derived.snowplow_unified_views\nGROUP BY\n  page_urlpath\nORDER BY\n  view_count DESC\nLIMIT 10;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "72dc36d7-5216-4f32-b089-22cd5c415bd6",
+   "metadata": {
+    "language": "sql",
+    "name": "cell10"
+   },
+   "outputs": [],
+   "source": "SELECT\n  page_urlpath,\n  AVG(ENGAGED_TIME_IN_S) AS average_time_spent\nFROM derived.snowplow_unified_views\nGROUP BY page_urlpath\nORDER BY average_time_spent DESC\nLIMIT 10;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "40e49120-c3d2-4427-80d2-8fa5e8d781d6",
+   "metadata": {
+    "language": "sql",
+    "name": "cell11"
+   },
+   "outputs": [],
+   "source": "SELECT\n  DEVICE_CATEGORY,\n  COUNT(*) AS view_count\nFROM derived.snowplow_unified_views\nGROUP BY DEVICE_CATEGORY\nORDER BY view_count DESC;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "25021f3b-30a5-475e-9ab3-538b12cbb281",
+   "metadata": {
+    "language": "sql",
+    "name": "cell12"
+   },
+   "outputs": [],
+   "source": "SELECT\n  FIRST_GEO_COUNTRY,\n  COUNT(*) AS session_count\nFROM derived.snowplow_unified_sessions\nGROUP BY FIRST_GEO_COUNTRY\nORDER BY session_count DESC;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "1f01e289-823c-4750-8fc5-3d624c6e38c2",
+   "metadata": {
+    "language": "sql",
+    "name": "cell13"
+   },
+   "outputs": [],
+   "source": "SELECT\n  FIRST_GEO_REGION_NAME,\n  COUNT(*) AS new_user_count\nFROM derived.snowplow_unified_users\nGROUP BY FIRST_GEO_REGION_NAME\nORDER BY new_user_count DESC;",
+   "execution_count": null
+  },
+  {
+   "cell_type": "code",
+   "id": "42d1371a-5218-4e7a-822e-e9a5a2bc31ac",
+   "metadata": {
+    "language": "sql",
+    "name": "cell14"
+   },
+   "outputs": [],
+   "source": "SELECT\n  user_id,\n  ENGAGED_TIME_IN_S\nFROM derived.snowplow_unified_users\nWHERE\n  ENGAGED_TIME_IN_S > (\n    SELECT AVG(ENGAGED_TIME_IN_S) FROM derived.snowplow_unified_users\n  )\nORDER BY  ENGAGED_TIME_IN_S DESC;",
+   "execution_count": null
+  }
+ ]
+}
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