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MLA-C01 Practice Question: An ML engineer is setting up monitoring for a…

An ML engineer is setting up monitoring for a SageMaker endpoint. Which THREE metrics should be monitored to detect performance issues? (Select THREE.)

⚠ Common exam trap

A common mix-up: candidates confuse throughput metrics (like invocations per second) with performance health indicators, but the question specifically asks for metrics that detect performance issues, not just operational statistics.

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

Model latency

Model latency is a critical metric for detecting performance issues in a SageMaker endpoint because it directly measures the time taken to process inference requests. High latency can indicate resource bottlenecks, model inefficiency, or scaling problems, and it is essential for meeting service-level agreements (SLAs). Monitoring latency helps identify when the endpoint is underprovisioned or when the model itself has degraded in performance.

Answer analysis

Option-by-option breakdown

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

  • Model latency

    Why this is correct

    High latency indicates performance degradation.

  • Invocations per second

    Why it's wrong here

    This is a throughput metric, not a performance health indicator.

  • CPUUtilization

    Why this is correct

    High CPU may indicate insufficient capacity.

  • MemoryUtilization

    Why this is correct

    High memory can cause swapping and latency issues.

  • DiskWriteBytes

    Why it's wrong here

    Disk I/O is not typically a bottleneck for SageMaker inference.

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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.