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ML Solution Monitoring, Maintenance, and SecuritymediumMultiple ChoiceObjective-mapped

MLA-C01 Practice Question: ML Solution Monitoring, Maintenance, and Security

A company uses SageMaker Studio and wants to restrict studio user access to only the VPC. They also need to encrypt the data exchanged between the Studio app and the kernel gateway. Which configuration should they apply?

⚠ Common exam trap

It's easy for candidates to confuse 'network isolation' (which only blocks internet access for the container) with 'VPC-only mode' (which restricts all Studio traffic to the VPC), and they overlook the specific need for inter-container traffic encryption, assuming KMS or endpoint encryption covers all data paths.

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

Enable VPC-only mode and inter-container traffic encryption

Enabling VPC-only mode restricts all SageMaker Studio traffic to the VPC, preventing any internet-bound communication, while inter-container traffic encryption ensures that data exchanged between the Studio app and the kernel gateway is encrypted in transit using TLS. This combination satisfies both requirements: network confinement to the VPC and encryption of inter-component traffic.

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 Studio to run in a private subnet and disable internet access

    Why it's wrong here

    This does not encrypt inter-container traffic.

  • Use a VPC endpoint for SageMaker and enable KMS encryption

    Why it's wrong here

    KMS encrypts data at rest, not in transit between containers.

  • Enable VPC-only mode and inter-container traffic encryption

    Why this is correct

    This restricts network access and encrypts traffic between Studio components.

  • Enable network isolation and use a VPC with a NAT gateway

    Why it's wrong here

    Network isolation is for training jobs, not Studio; NAT gateway would allow outbound traffic.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This MLA-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the MLA-C01 exam.