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MLA-C01 Practice Question: Use SageMaker to deploy a model that requires GPU…

A company wants to use SageMaker to deploy a model that requires GPU acceleration for inference but also needs to keep costs low when traffic is low. Which SageMaker feature should they use?

⚠ Common exam trap

Candidates often confuse SageMaker Managed Spot Training (cost savings for training) with inference cost optimization, or assume that GPU acceleration for inference requires a full GPU instance like ml.p3.2xlarge, overlooking Elastic Inference as a fractional GPU solution.

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

SageMaker Elastic Inference

SageMaker Elastic Inference (EI) allows you to attach a fraction of a GPU to a SageMaker endpoint for inference, providing GPU acceleration at a lower cost than using a full GPU instance. This is ideal for scenarios with variable traffic because you can scale the EI accelerator independently of the instance, and pay only for the accelerator when it's used, keeping costs low during low-traffic periods.

Answer analysis

Option-by-option breakdown

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

  • SageMaker Debugger

    Why it's wrong here

    Debugger is for debugging training jobs.

  • SageMaker Managed Spot Training

    Why it's wrong here

    Spot Training is for training jobs, not inference.

  • SageMaker Elastic Inference

    Why this is correct

    Elastic Inference attaches GPU acceleration to any SageMaker instance, reducing cost.

  • SageMaker Model Monitor

    Why it's wrong here

    Model Monitor is for monitoring inference quality.

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Last reviewed: Jun 24, 2026

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