The answer is that the request will be denied with an AccessDenied error. This occurs because IAM policies are evaluated before any AWS API action is executed, and when a policy includes an IAM policy condition requiring a specific security group for SageMaker training, the condition must be satisfied for the action to be allowed. If the user’s request does not specify that required security group, the condition fails, triggering an explicit deny—even if the API documentation lists the security group parameter as optional. On the AWS Certified AI Practitioner AIF-C01 exam, this tests your understanding of how IAM condition keys enforce resource-level controls, often appearing as a trap where candidates assume an optional API parameter means the condition is also optional. Remember the memory tip: “If the policy says ‘must have,’ the API says ‘denied’—optional in the API does not mean optional in the policy.”
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.
An IAM policy allows creation of SageMaker training jobs only if they use a specific VPC security group. A user tries to create a training job without specifying that security group. What will happen?
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
The request will be denied with an AccessDenied error
Option D is correct because IAM policies are evaluated before any AWS API action is executed. If the policy includes a condition that requires a specific VPC security group for SageMaker training jobs, and the user's request does not include that security group, the condition is not met, resulting in an explicit deny (AccessDenied error). AWS IAM denies the request by default if the condition in a policy is not satisfied, regardless of whether the condition is marked as optional in the API.
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.
✗
The request will succeed but SageMaker will ignore the condition
Why it's wrong here
IAM enforces conditions; SageMaker does not ignore them.
✗
The request will succeed because the condition is optional
Why it's wrong here
Conditions in IAM are requirements, not optional.
✗
The request will be denied because the training job resource ARN is invalid
Why it's wrong here
The ARN is valid; the denial is due to the condition.
✓
The request will be denied with an AccessDenied error
Why this is correct
The IAM condition is not satisfied, so the request is denied.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates assume an optional API parameter means the IAM condition is also optional, but IAM conditions are strictly enforced regardless of whether the parameter is required by the API.
Detailed technical explanation
How to think about this question
Under the hood, IAM evaluates policies using a deny-by-default model where any unmatched condition in an allow statement causes the request to be denied. The SageMaker CreateTrainingJob API accepts a VpcConfig parameter that is optional at the API level, but when an IAM policy uses a condition key like sagemaker:VpcSecurityGroupIds, the condition must match the request's VpcConfig; otherwise, the request fails with AccessDenied. In real-world scenarios, this is commonly used to enforce network isolation for training jobs in regulated environments.
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 company's IT admin needs to give a contractor read-only access to production logs without sharing account credentials. Using role-based access control (RBAC) and temporary scoped permissions — not a permanent shared password — is the correct pattern. Questions like this test whether you can apply least-privilege access across cloud identity services.
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: The request will be denied with an AccessDenied error — Option D is correct because IAM policies are evaluated before any AWS API action is executed. If the policy includes a condition that requires a specific VPC security group for SageMaker training jobs, and the user's request does not include that security group, the condition is not met, resulting in an explicit deny (AccessDenied error). AWS IAM denies the request by default if the condition in a policy is not satisfied, regardless of whether the condition is marked as optional in the API.
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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