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Deployment and Orchestration of ML WorkflowsmediumMultiple ChoiceObjective-mapped

MLA-C01 Deployment and Orchestration of ML Workflows Practice Question

A team needs to deploy a new model version to production while minimizing risk. They want to route 5% of live traffic to the new model and 95% to the current model, and then gradually increase the new model's traffic. Which SageMaker deployment pattern should they use?

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

Canary deployment using production variants

Canary deployment uses production variants with weighted traffic allocation. By setting the new model variant to 5% and the current to 95%, and later adjusting weights, the team can gradually shift traffic. Blue/green is a full switch, and shadow testing duplicates traffic without affecting live responses.

Answer analysis

Option-by-option breakdown

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

  • Shadow testing

    Why it's wrong here

    Shadow testing duplicates traffic to a shadow endpoint but does not route live traffic; it's for validation without impact.

  • Blue/green deployment

    Why it's wrong here

    Blue/green switches all traffic at once, not gradual.

  • A/B testing with production variants

    Why it's wrong here

    A/B testing is a statistical methodology that often uses canary deployment, but the pattern for gradual traffic shift is specifically canary.

  • Canary deployment using production variants

    Why this is correct

    Canary deployment with production variants allows gradual traffic shift from 5% to 100%.

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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.