diff --git a/use-cases/athena_ml_workflow_end_to_end/athena_ml_workflow_end_to_end.ipynb b/use-cases/athena_ml_workflow_end_to_end/athena_ml_workflow_end_to_end.ipynb
index e723f14c7e..6899131fa3 100644
--- a/use-cases/athena_ml_workflow_end_to_end/athena_ml_workflow_end_to_end.ipynb
+++ b/use-cases/athena_ml_workflow_end_to_end/athena_ml_workflow_end_to_end.ipynb
@@ -32,8 +32,8 @@
     "\n",
     "For information about creating a bucket, see [Creating a bucket](https://docs.aws.amazon.com/AmazonS3/latest/userguide/create-bucket-overview.html). For information about creating a database, see [Create a database](https://docs.aws.amazon.com/athena/latest/ug/getting-started.html#step-1-create-a-database).\n",
     "\n",
-    "Amazon Athena uses the AWS Glue Data Catalog to read the data from Amazon S3 into a database. You must have permissions to use Glue. To clean up, you also need permissions to delete the bucket you've created. For a quick guide to providing permissions, see [Setting up\n",
-    "](http://parsash-clouddesk-2024.aka.corp.amazon.com/sagemaker-dg/src/AWSIronmanApiDoc/build/server-root/sagemaker/latest/dg/create-end-to-end-ml-workflow-athena.html#setting-up)."
+    "Amazon Athena uses the AWS Glue Data Catalog to read the data from Amazon S3 into a database. You must have permissions to use Glue. To clean up, you also need permissions to delete the bucket you've created. For information about providing permissions, see [Identity and access management for AWS Glue\n",
+    "](https://docs.aws.amazon.com/glue/latest/dg/security-iam.html)."
    ]
   },
   {
@@ -911,15 +911,15 @@
     "    outputs=[\n",
     "        ProcessingOutput(\n",
     "            source=\"/opt/ml/processing/output/train\",\n",
-    "            destination=\"s3://ux360-nyc-taxi-dogfooding/output/train\",\n",
+    "            destination=\"s3://example-s3-bucket/output/train\",\n",
     "        ),\n",
     "        ProcessingOutput(\n",
     "            source=\"/opt/ml/processing/output/validation\",\n",
-    "            destination=\"s3://ux360-nyc-taxi-dogfooding/output/validation\",\n",
+    "            destination=\"s3://example-s3-bucket/output/validation\",\n",
     "        ),\n",
     "        ProcessingOutput(\n",
     "            source=\"/opt/ml/processing/output/test\",\n",
-    "            destination=\"s3://ux360-nyc-taxi-dogfooding/output/test\",\n",
+    "            destination=\"s3://example-s3-bucket/output/test\",\n",
     "        ),\n",
     "    ],\n",
     ")"
@@ -941,7 +941,7 @@
    "outputs": [],
    "source": [
     "# Verify that train.csv is in the location that you've specified\n",
-    "!aws s3 ls s3://ux360-nyc-taxi-dogfooding/output/train/train.csv"
+    "!aws s3 ls s3://example-s3-bucket/output/train/train.csv"
    ]
   },
   {
@@ -960,7 +960,7 @@
    "outputs": [],
    "source": [
     "# Verify that val.csv is in the location that you've specified\n",
-    "!aws s3 ls s3://ux360-nyc-taxi-dogfooding/output/validation/val.csv"
+    "!aws s3 ls s3://example-s3-bucket/output/validation/val.csv"
    ]
   },
   {