diff --git a/topic/autoscaling/autoscaling_script.ipynb b/topic/autoscaling/autoscaling_script.ipynb
deleted file mode 100644
index b811bcea..00000000
--- a/topic/autoscaling/autoscaling_script.ipynb
+++ /dev/null
@@ -1,126 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "4c9711ff-fe70-45d1-a79f-d71df86e64cd",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import requests\n",
-    "from requests.auth import HTTPBasicAuth\n",
-    "from datetime import datetime\n",
-    "\n",
-    "auth_data = HTTPBasicAuth('API-KEY', 'API-SECRET')\n",
-    "\n",
-    "date_format = '%Y-%m-%dT%H:%M:%S.%f'\n",
-    "\n",
-    "def get_metrics(organization_id):\n",
-    "    api_url = f'https://console.cratedb.cloud/api/v2/organizations/{organization_id}/metrics/prometheus/'\n",
-    "    headers = {'accept': 'plain/text'}\n",
-    "    response = requests.get(api_url, auth=auth_data)\n",
-    "    return response.text\n",
-    "\n",
-    "def num_shards(metrics):\n",
-    "    for row in metrics.split('\\n'):\n",
-    "        line = row.split(' ')\n",
-    "        if line[0].startswith('crate_node{name=\"shard_stats\"') and 'property=\"total\"' in line[0] and 'crate-data-hot-97ebb337-b44e-446f-adca-a092fd1df0aa' in line[0]:\n",
-    "            return float(line[1])\n",
-    "\n",
-    "def get_cluster_status(cluster_id):\n",
-    "    api_url = f'https://console.cratedb.cloud/api/v2/clusters/{cluster_id}/'\n",
-    "    return requests.get(api_url, auth=auth_data).json()\n",
-    "\n",
-    "def get_cluster_running_op(cluster_status, cluster_id):\n",
-    "    if (datetime.now() - datetime.strptime(cluster_status['health']['last_seen'], date_format)).seconds > 30:\n",
-    "        cluster_status = get_cluster_status(cluster_id)\n",
-    "    return cluster_status['health']['running_operation']\n",
-    "\n",
-    "def get_cluster_num_nodes(cluster_status, cluster_id):\n",
-    "    if (datetime.now() - datetime.strptime(cluster_status['health']['last_seen'], date_format)).seconds > 30:\n",
-    "        cluster_status = get_cluster_status(cluster_id)\n",
-    "    return cluster_status['num_nodes'] - 1\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "c14c779c-1809-4e19-b995-e850cfa667ba",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Current number of shards: 25.0\n",
-      "Start scaling out from 3 to 4\n"
-     ]
-    }
-   ],
-   "source": [
-    "import time\n",
-    "\n",
-    "delay_seconds = 5\n",
-    "max_num_shard = 30\n",
-    "\n",
-    "organization_id = 'Use your organisation ID here'\n",
-    "cluster_id = 'Use your Cluster ID here'\n",
-    "\n",
-    "api_url = f'https://console.cratedb.cloud/api/v2/clusters/{cluster_id}/scale/'\n",
-    "\n",
-    "while True:\n",
-    "    metrics = get_metrics(organization_id)  # Pass organization_id to get_metrics function\n",
-    "    cluster_status = get_cluster_status(cluster_id)\n",
-    "    num = num_shards(metrics)\n",
-    "    if num is not None:  # Check if num is not None\n",
-    "        print(f'Current number of shards: {num}')\n",
-    "        if num > (0.8 * max_num_shard):\n",
-    "            num_nodes = get_cluster_num_nodes(cluster_status, cluster_id)  # Pass cluster_id to get_cluster_num_nodes function\n",
-    "            print(f'Start scaling out from {num_nodes + 1} to {num_nodes + 2}')\n",
-    "            requests.put(api_url, json={'product_unit':num_nodes + 1}, auth=auth_data)\n",
-    "            time.sleep(delay_seconds)\n",
-    "            while get_cluster_running_op(cluster_status, cluster_id) != '':\n",
-    "                cluster_status = get_cluster_status(cluster_id)\n",
-    "                continue\n",
-    "            print('Scaled up successfully!')\n",
-    "                \n",
-    "        elif num < (0.5 * max_num_shard):\n",
-    "            num_nodes = get_cluster_num_nodes(cluster_status, cluster_id)  # Pass cluster_id to get_cluster_num_nodes function\n",
-    "            print(f'Start scaling down from {num_nodes + 1} to {num_nodes}')\n",
-    "            requests.put(api_url, json={'product_unit':num_nodes - 1}, auth=auth_data)\n",
-    "            time.sleep(delay_seconds)\n",
-    "            while get_cluster_running_op(cluster_status, cluster_id) != '':\n",
-    "                cluster_status = get_cluster_status(cluster_id)\n",
-    "                continue\n",
-    "            print('Scaled down successfully!')\n",
-    "        else:\n",
-    "            print('Nothing to do!')\n",
-    "    else:\n",
-    "        print('Failed to retrieve shard metrics.')\n",
-    "    time.sleep(delay_seconds)\n",
-    "\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}