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MLS-C01 Modeling Practice Question

A machine learning engineer needs to deploy a model that makes real-time predictions with latency under 100ms. The model is a small ensemble of decision trees. Which AWS service is MOST suitable?

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

Amazon SageMaker endpoint

Amazon SageMaker provides real-time endpoints with low latency for model inference, and can host the ensemble as a single endpoint.

Answer analysis

Option-by-option breakdown

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

  • Amazon EMR with Spark Streaming

    Why it's wrong here

    EMR is for big data processing, not low-latency real-time inference.

  • AWS Glue

    Why it's wrong here

    Glue is for ETL, not real-time model serving.

  • Amazon SageMaker endpoint

    Why this is correct

    SageMaker endpoints are designed for real-time inference with low latency.

  • AWS Lambda with custom container

    Why it's wrong here

    Lambda has a 15-minute timeout but cold starts may add latency; less suited for real-time ML.

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Last reviewed: Jun 20, 2026

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This MLS-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 MLS-C01 exam.