Scenario: SageMaker notebook instances are deployed inside an isolated VPC with interface endpoints, yet unauthorized external users can still access them through the internet. Question- How can the team limit access to the SageMaker notebook instances, ensuring only authorized VPC users can connect?. Options:

The most effective and specific method to ensure only users within the VPC can access the SageMaker notebook is to control the generation of the access URL itself. By applying an IAM policy that restricts the sagemaker:CreatePresignedNotebookInstanceUrl action with the aws:sourceVpce condition key, you ensure that the presigned URL required to access the notebook's interface can only be created when the request originates from the VPC interface endpoint. This directly links the authorization to connect with the user's network location, effectively preventing anyone outside the VPC from initiating an access session, which is the core of the requirement.

Why Incorrect Options are Wrong:

A. Set up VPC Traffic Mirroring to capture traffic to and from the notebook instances and identify unauthorized access attempts, enabling enhanced monitoring.

VPC Traffic Mirroring is a passive monitoring tool for inspecting network traffic. It does not block or prevent access, making it a detective control, not a preventative one.

B. Apply VPC Endpoint Policies to control which IAM users or services can access SageMaker AI through the VPC interface endpoint, providing more granular access control for interactions with SageMaker AI.

VPC Endpoint Policies govern which principals can use the endpoint to make API calls. This does not control the network path to the notebook's web UI or prevent a user from using a presigned URL from outside the VPC.

D. Update the security group for the notebook instances to restrict incoming traffic to only the CIDR blocks associated with the VPC. Apply this security group across all interfaces linked to the SageMaker notebook instances.

While a necessary network-level control, this is less precise than option C. It doesn't prevent a user inside the VPC from sharing a valid presigned URL with an external party who could potentially use it if any other network path exists. Option C prevents the URL's creation from outside the VPC entirely.

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References:

1. Amazon SageMaker Developer Guide - Connect to a Notebook Instance Through a VPC Interface Endpoint: This official guide explicitly recommends the solution in option C. It states, "To ensure that users can access the notebook instance only when they are in your private VPC, create an IAM policy that allows the sagemaker:CreatePresignedNotebookInstanceUrl operation only from a specific VPC endpoint..." This directly supports using an IAM policy with a condition key as the primary mechanism.

2. AWS Identity and Access Management User Guide - AWS global condition context keys: This document details the aws:sourceVpce condition key, explaining that it is used to "check if the request is coming from a specific VPC endpoint." This is the technical foundation for the policy described in option C.

3. Amazon SageMaker API Reference - CreatePresignedNotebookInstanceUrl: The documentation for this API action confirms that it is the function used to "get a URL that you can use to connect to your notebook instance." Therefore, controlling this specific action is the most direct way to manage access to the notebook's UI.