- A
Configure the training job to use only local spot instances and enable network isolation.
Why wrong: Spot instances are still within the same region; this does not address cross-region resource usage.
- B
Use Amazon SageMaker's inter-container traffic encryption and disable cross-region data transfer.
Why wrong: There is no such setting to disable cross-region data transfer.
- C
Use AWS Organizations to create an SCP that denies access to SageMaker resources in other regions.
SCPs can explicitly deny SageMaker actions in non-compliant regions, enforcing data residency.
- D
Use a VPC with a VPC endpoint for SageMaker and restrict the training job to use only local resources.
Why wrong: VPC endpoints are regional; they do not prevent SageMaker from launching resources in other regions.
Quick Answer
The correct answer is to use AWS Organizations to create an SCP that denies access to SageMaker resources in other regions. This works because Service Control Policies (SCPs) act as a centralized permission guardrail at the account level, using the `aws:RequestedRegion` condition key to explicitly block any `sagemaker:*` action that targets a region outside the permitted one, thereby enforcing data residency even when auto-scaling logic might otherwise trigger cross-region resource provisioning. On the AWS Certified AI Practitioner AIF-C01 exam, this question tests your understanding of how to combine data residency requirements with AWS governance tools, and a common trap is confusing SCPs with IAM policies or VPC endpoints—remember that SCPs deny actions across the entire account, while IAM policies control user-level permissions. For a memory tip, think of SCPs as the "bouncer at the region door": if the request tries to enter a wrong region, the SCP denies entry before SageMaker can even start training.
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. This is a configuration task: choose the command set that satisfies every stated requirement. Small differences — like 'secret' vs 'password' or 'transport input ssh' vs 'all' — change whether the answer is correct. 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 company uses Amazon SageMaker for model training. To comply with data residency requirements, they must ensure that the training data never leaves a specific AWS region. However, during training, the SageMaker service might use resources in other regions for auto-scaling. Which configuration should they use to enforce data residency?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue:
"never"Why it matters: Absolute qualifier. True only if the statement has zero exceptions — be cautious of options that seem obvious but break down in edge cases.
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
Use AWS Organizations to create an SCP that denies access to SageMaker resources in other regions.
Option C is correct because AWS Organizations Service Control Policies (SCPs) can explicitly deny access to SageMaker resources in any region outside the allowed one. By attaching an SCP that denies `sagemaker:*` actions when the `aws:RequestedRegion` condition key does not match the permitted region, the company can enforce data residency at the account level, preventing SageMaker from provisioning resources in other regions even if auto-scaling would otherwise trigger cross-region activity.
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.
- ✗
Configure the training job to use only local spot instances and enable network isolation.
Why it's wrong here
Spot instances are still within the same region; this does not address cross-region resource usage.
- ✗
Use Amazon SageMaker's inter-container traffic encryption and disable cross-region data transfer.
Why it's wrong here
There is no such setting to disable cross-region data transfer.
- ✓
Use AWS Organizations to create an SCP that denies access to SageMaker resources in other regions.
Why this is correct
SCPs can explicitly deny SageMaker actions in non-compliant regions, enforcing data residency.
Clue confirmation
The clue word "never" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Use a VPC with a VPC endpoint for SageMaker and restrict the training job to use only local resources.
Why it's wrong here
VPC endpoints are regional; they do not prevent SageMaker from launching resources in other regions.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often assume VPC endpoints or network isolation are sufficient to enforce regional boundaries, but they do not control the SageMaker control plane's ability to launch resources in other regions; only an SCP or IAM policy with a region condition can enforce that restriction at the API level.
Detailed technical explanation
How to think about this question
Under the hood, SageMaker's training job auto-scaling and resource allocation are managed by the SageMaker control plane, which can select compute instances from any region unless explicitly restricted. SCPs with `aws:RequestedRegion` conditions are evaluated at the time of API calls, so any attempt by SageMaker to call `CreateTrainingJob` or `DescribeTrainingJob` in a non-permitted region will be denied, effectively locking the training to the allowed region. In a real-world scenario, a company with data residency requirements in the EU might use an SCP to allow `sagemaker:*` only in `eu-west-1`, ensuring that even if the training job configuration inadvertently requests resources from `us-east-1`, the API call fails.
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 startup's cloud architect reviews their monthly bill and notices costs are higher than expected for a long-running batch job. Switching from on-demand instances to Reserved Instances — or using Spot/Preemptible VMs — can reduce compute costs by up to 72 %. Questions like this test whether you understand the tradeoffs between commitment, flexibility, and cost across cloud pricing models.
What to study next
Got this wrong? Here's your next step.
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FAQ
Questions learners often ask
What does this AIF-C01 question test?
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: Use AWS Organizations to create an SCP that denies access to SageMaker resources in other regions. — Option C is correct because AWS Organizations Service Control Policies (SCPs) can explicitly deny access to SageMaker resources in any region outside the allowed one. By attaching an SCP that denies `sagemaker:*` actions when the `aws:RequestedRegion` condition key does not match the permitted region, the company can enforce data residency at the account level, preventing SageMaker from provisioning resources in other regions even if auto-scaling would otherwise trigger cross-region activity.
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.
Are there clue words in this question I should notice?
Yes — watch for: "never". Absolute qualifier. True only if the statement has zero exceptions — be cautious of options that seem obvious but break down in edge cases.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
About these practice questions
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Last reviewed: Jun 25, 2026
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.
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