diff --git a/v3-examples/ml-ops-examples/v3-feature-store-examples/lake-formation/v3-feature-store-lake-formation-cross-account.ipynb b/v3-examples/ml-ops-examples/v3-feature-store-examples/lake-formation/v3-feature-store-lake-formation-cross-account.ipynb
index 14253509a6..97a7eb7612 100644
--- a/v3-examples/ml-ops-examples/v3-feature-store-examples/lake-formation/v3-feature-store-lake-formation-cross-account.ipynb
+++ b/v3-examples/ml-ops-examples/v3-feature-store-examples/lake-formation/v3-feature-store-lake-formation-cross-account.ipynb
@@ -348,8 +348,8 @@
    "source": [
     "from datetime import datetime, timezone\n",
     "\n",
-    "# Use the producer session to call PutRecord on the shared Feature Group\n",
-    "sm_runtime = producer_acc_boto_session.client('sagemaker-featurestore-runtime')\n",
+    "# Online store is single-account: PutRecord/GetRecord run as the FG owner (central)\n",
+    "sm_runtime = central_acc_boto_session.client('sagemaker-featurestore-runtime')\n",
     "\n",
     "sm_runtime.put_record(\n",
     "    FeatureGroupName=feature_group_arn,\n",
@@ -512,6 +512,43 @@
     "**Hybrid access mode must be disabled on Glue Table and Database in order for cross-account credential vending to work**"
    ]
   },
+  {
+   "cell_type": "code",
+   "id": "nte-producer-glue-access",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json, time\n",
+    "_db_lower = database_name.lower()\n",
+    "_region = central_acc_boto_session.region_name\n",
+    "_producer_stmt = {\n",
+    "    'Sid': 'AllowProducerGlueAccess',\n",
+    "    'Effect': 'Allow',\n",
+    "    'Principal': {'AWS': f'arn:aws:iam::{producer_account}:root'},\n",
+    "    'Action': 'glue:*',\n",
+    "    'Resource': [\n",
+    "        f'arn:aws:glue:{_region}:{central_account}:catalog',\n",
+    "        f'arn:aws:glue:{_region}:{central_account}:database/{_db_lower}',\n",
+    "        f'arn:aws:glue:{_region}:{central_account}:table/{_db_lower}/*',\n",
+    "    ],\n",
+    "}\n",
+    "try:\n",
+    "    _cur = central_glue_client.get_resource_policy()\n",
+    "    _existing = json.loads(_cur['PolicyInJson'])\n",
+    "    _stmts = [s for s in _existing.get('Statement', []) if s.get('Sid') != 'AllowProducerGlueAccess']\n",
+    "    _stmts.append(_producer_stmt)\n",
+    "    central_glue_client.put_resource_policy(\n",
+    "        PolicyInJson=json.dumps({'Version': '2012-10-17', 'Statement': _stmts}),\n",
+    "        PolicyHashCondition=_cur['PolicyHash'], EnableHybrid='TRUE')\n",
+    "except central_glue_client.exceptions.EntityNotFoundException:\n",
+    "    central_glue_client.put_resource_policy(\n",
+    "        PolicyInJson=json.dumps({'Version': '2012-10-17', 'Statement': [_producer_stmt]}),\n",
+    "        EnableHybrid='TRUE')\n",
+    "print('Granted producer account cross-account Glue access')\n",
+    "time.sleep(8)\n"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,