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MLA-C01 Practice Question: Using Amazon SageMaker to host a real-time…

A company is using Amazon SageMaker to host a real-time inference endpoint. They want to restrict access to the endpoint to only a specific VPC and require authentication using AWS IAM. Which TWO configuration steps should they take to achieve this? (Choose TWO.)

⚠ Common exam trap

Candidates often confuse resource-based policies (like S3 bucket policies) with SageMaker endpoint capabilities, or assume that a security group alone can enforce VPC-only access, when in fact SageMaker requires explicit VPC configuration via PrivateLink or subnet placement.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Configure the endpoint to be deployed in a private subnet within the VPC

Deploying the SageMaker endpoint in a private subnet within the VPC ensures that the endpoint is not publicly accessible and can only be reached from within that VPC. This is achieved by using a VPC interface endpoint (AWS PrivateLink) or by placing the endpoint directly in the VPC, which restricts network traffic to the VPC boundary.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Configure the endpoint to be deployed in a private subnet within the VPC

    Why this is correct

    Private subnet restricts traffic to within the VPC.

  • Enable IAM-based authentication for the endpoint

    Why this is correct

    IAM auth ensures only authorized users can invoke the endpoint.

  • Attach a resource-based policy to the endpoint that denies all traffic except from the VPC

    Why it's wrong here

    SageMaker endpoints use IAM policies, not resource-based policies.

  • Place the endpoint behind Amazon CloudFront to act as a proxy

    Why it's wrong here

    CloudFront does not replace IAM auth for SageMaker endpoints.

  • Use a public subnet and configure a security group to allow only the company's IP range

    Why it's wrong here

    Public subnet exposes the endpoint to the internet, though IP filtering adds some security.

Visual reference

192.168.1.0 /24 256 addresses (254 usable) 192.168.1.0 /25 Subnet A 128 addr (126 usable) 192.168.1.128 /25 Subnet B 128 addr (126 usable) Borrowing 1 bit from host portion creates 2 subnets (/25)

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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