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Machine Learning Implementation and OperationseasyMultiple SelectObjective-mapped

MLS-C01 Practice Question: Machine Learning Implementation and Operations

A company is building a machine learning pipeline on AWS. The pipeline includes data ingestion, preprocessing, training, and deployment. Which THREE AWS services can be used to orchestrate the pipeline? (Choose THREE.)

⚠ Common exam trap

Candidates often confuse monitoring services (CloudWatch) or compute triggers (Lambda) with orchestration, but orchestration requires managing sequential/parallel task execution and state management across multiple services.

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

AWS Glue Workflows

AWS Glue Workflows is correct because it provides a visual orchestration tool for designing and managing complex ETL pipelines, including data ingestion and preprocessing steps. It allows you to define dependencies, triggers, and job sequences, making it suitable for orchestrating the data preparation stages of a machine learning pipeline.

Answer analysis

Option-by-option breakdown

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

  • AWS Glue Workflows

    Why this is correct

    Glue Workflows can orchestrate ETL jobs.

  • Amazon CloudWatch

    Why it's wrong here

    CloudWatch is for monitoring and alerting, not orchestration.

  • Amazon SageMaker Pipelines

    Why this is correct

    SageMaker Pipelines is purpose-built for ML workflows.

  • AWS Lambda

    Why it's wrong here

    Lambda is for individual functions, not long-running orchestration.

  • AWS Step Functions

    Why this is correct

    Step Functions can orchestrate multiple AWS services into a workflow.

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Written by Johnson Ajibi, MSc IT Security

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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.