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AAIA AI Operations Practice Question

When setting up a containerized deployment of an AI model using Docker, what is the primary purpose of a 'multi-stage build'?

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

To reduce the final image size and attack surface

Multi-stage builds allow for the creation of smaller, more secure images by separating build-time dependencies from the runtime environment.

Answer analysis

Option-by-option breakdown

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

  • To run multiple versions of the model simultaneously

    Why it's wrong here

    This is a scaling or routing concern, not a build concern.

  • To train the model during the container startup

    Why it's wrong here

    Training should not occur during container startup in production deployment.

  • To automatically scale the deployment based on traffic

    Why it's wrong here

    Scaling is handled by orchestrators like Kubernetes, not the Dockerfile build process.

  • To reduce the final image size and attack surface

    Why this is correct

    By excluding build tools from the final image, the image is smaller and more secure.

About these practice questions

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official ISACA exam blueprint

This AAIA practice question is part of Courseiva's free ISACA 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 AAIA exam.