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AIF-C01 Practice Question: Using Amazon SageMaker to train machine learning…

A company is using Amazon SageMaker to train machine learning models on sensitive customer data. Which AWS service can be used to encrypt the data at rest in the S3 bucket used by SageMaker?

⚠ Common exam trap

A common mix-up: candidates confuse AWS CloudHSM with KMS, thinking that a dedicated HSM is required for encryption, but KMS is the simpler, fully managed service that directly integrates with S3 and SageMaker for at-rest encryption.

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 Key Management Service (KMS)

AWS Key Management Service (KMS) is the correct service because it provides managed encryption keys that can be used to enable server-side encryption (SSE-KMS) for Amazon S3 buckets. When SageMaker accesses training data from S3, it can use a customer-managed KMS key to encrypt data at rest, ensuring sensitive customer data remains protected. KMS integrates directly with S3 and SageMaker, allowing you to specify a KMS key in the SageMaker training job configuration.

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 Key Management Service (KMS)

    Why this is correct

    KMS creates and manages encryption keys used for S3 server-side encryption.

  • AWS CloudHSM

    Why it's wrong here

    CloudHSM provides hardware security modules but is not the typical choice for S3 encryption; KMS is more common.

  • AWS Secrets Manager

    Why it's wrong here

    Secrets Manager manages secrets like database credentials, not encryption keys for S3.

  • AWS Certificate Manager (ACM)

    Why it's wrong here

    ACM manages SSL/TLS certificates, not encryption keys for data at rest.

Quick reference

AWS S3 Storage Class Comparison

Storage ClassMin DurationRetrievalUse Case
S3 StandardNoneImmediateFrequently accessed data
S3 Standard-IA30 daysImmediateInfrequent access, rapid retrieval
S3 One Zone-IA30 daysImmediateNon-critical infrequent data
S3 Intelligent-TieringNoneImmediate–hoursUnknown or changing access patterns
S3 Glacier Instant90 daysMillisecondsArchive with instant retrieval
S3 Glacier Flexible90 daysMinutes–hoursArchive, flexible retrieval
S3 Glacier Deep Archive180 daysHoursLong-term compliance archive

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AIF-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 AIF-C01 exam.