AIF-C01 Practice Question: Security, Compliance and Governance for AI Solutions
This AIF-C01 practice question tests your understanding of security, compliance and governance for ai solutions. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
A financial services company uses Amazon SageMaker Feature Store to manage features for machine learning models. The compliance auditor requires that all changes to feature definitions are logged and that feature data is immutable once written. Which TWO approaches should the team implement? (Choose two.)
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Enable AWS CloudTrail for SageMaker Feature Store API calls.
Option A is correct because enabling AWS CloudTrail for SageMaker Feature Store API calls provides a detailed audit log of all operations, including changes to feature definitions (e.g., CreateFeatureGroup, UpdateFeatureGroup). This satisfies the compliance requirement for logging all changes. Option C is correct because enabling feature group versioning in SageMaker Feature Store allows you to track and manage changes to feature definitions over time, ensuring a historical record of modifications.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
✓
Enable AWS CloudTrail for SageMaker Feature Store API calls.
Why this is correct
CloudTrail logs all API calls, providing an audit trail for changes.
Related concept
Read the scenario before looking for a memorised answer.
✗
Use SageMaker Feature Store offline store with record identifier and event time.
Why it's wrong here
This helps with time-based queries but does not inherently log definition changes.
✓
Enable feature group versioning to track changes to feature definitions.
Why this is correct
Versioning tracks changes and provides immutability for definitions.
Related concept
Read the scenario before looking for a memorised answer.
✗
Implement feature store online store with TTL to automatically expire data.
Why it's wrong here
TTL manages data lifecycle, not immutability or change logging.
✗
Use AWS Config to track changes to Feature Store resources.
Why it's wrong here
Config tracks resource configurations, not specific feature definition changes.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often confuse AWS Config (which tracks resource configuration changes) with AWS CloudTrail (which logs API calls), or they mistakenly think the offline store's point-in-time query capability inherently enforces data immutability, when in fact immutability requires explicit design choices.
Detailed technical explanation
How to think about this question
Under the hood, SageMaker Feature Store's offline store uses an S3 bucket and an AWS Glue Data Catalog, where data is stored in Parquet format partitioned by event time. Immutability in this context means that once a feature record is written with a specific record identifier and event time, it should never be overwritten or deleted; this is typically enforced by application logic or by using append-only writes. Feature group versioning creates a new version of the feature group definition each time you update it, preserving the schema and metadata history, which is separate from the data immutability requirement.
KKey Concepts to Remember
Read the scenario before looking for a memorised answer.
Find the constraint that changes the correct option.
Eliminate answers that are true in general but not in this case.
TExam Day Tips
→Watch for words such as best, first, most likely and least administrative effort.
→Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
How this comes up in practice
A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
What to study next
Got this wrong? Here's your next step.
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
Security, Compliance and Governance for AI Solutions — This question tests Security, Compliance and Governance for AI Solutions — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Enable AWS CloudTrail for SageMaker Feature Store API calls. — Option A is correct because enabling AWS CloudTrail for SageMaker Feature Store API calls provides a detailed audit log of all operations, including changes to feature definitions (e.g., CreateFeatureGroup, UpdateFeatureGroup). This satisfies the compliance requirement for logging all changes. Option C is correct because enabling feature group versioning in SageMaker Feature Store allows you to track and manage changes to feature definitions over time, ensuring a historical record of modifications.
What should I do if I get this AIF-C01 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Question Discussion
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