diff --git a/docs/extras/modules/agents/toolkits/sql_database.ipynb b/docs/extras/modules/agents/toolkits/sql_database.ipynb
index 457e6e4ffe..7f65f48af0 100644
--- a/docs/extras/modules/agents/toolkits/sql_database.ipynb
+++ b/docs/extras/modules/agents/toolkits/sql_database.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
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@@ -15,6 +16,7 @@
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@@ -54,6 +56,7 @@
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@@ -81,6 +84,7 @@
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@@ -106,6 +110,44 @@
    ]
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+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "54c01168",
+   "metadata": {},
+   "source": [
+    "## Disclamer ⚠️\n",
+    "\n",
+    "The query chain may generate insert/update/delete queries. When this is not expected, use a custom prompt or create a SQL users without write permissions.\n",
+    "\n",
+    "The final user might overload your SQL database by asking a simple question such as \"run the biggest query possible\". The generated query might look like:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "949772b9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SELECT * FROM \"public\".\"users\"\n",
+    "    JOIN \"public\".\"user_permissions\" ON \"public\".\"users\".id = \"public\".\"user_permissions\".user_id\n",
+    "    JOIN \"public\".\"projects\" ON \"public\".\"users\".id = \"public\".\"projects\".user_id\n",
+    "    JOIN \"public\".\"events\" ON \"public\".\"projects\".id = \"public\".\"events\".project_id;"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "5a4a9455",
+   "metadata": {},
+   "source": [
+    "For a transactional SQL database, if one of the table above contains millions of rows, the query might cause trouble to other applications using the same database.\n",
+    "\n",
+    "Most datawarehouse oriented databases support user-level quota, for limiting resource usage."
+   ]
+  },
+  {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "36ae48c7-cb08-4fef-977e-c7d4b96a464b",
    "metadata": {},
@@ -195,6 +237,7 @@
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    "id": "9abcfe8e-1868-42a4-8345-ad2d9b44c681",
    "metadata": {},
@@ -269,6 +312,7 @@
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    "id": "6fbc26af-97e4-4a21-82aa-48bdc992da26",
    "metadata": {},
@@ -451,6 +495,7 @@
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