← AIF-C01·Amazon Web Services

Question 385 of 500

Security, Compliance and Governance for AI Solutions →easyMultiple ChoiceObjective-mapped

Quick Answer

The answer is that the user john.doe is accessing the AWS Management Console from a VPN. This is correct because the IP address 203.0.113.5 is a non-routable test IP from RFC 5737, meaning it is not a legitimate corporate network address; a VPN would route the user’s traffic through an external public IP, explaining why the source IP appears unexpected in the CloudTrail logs while the user identity remains valid. On the AWS Certified AI Practitioner AIF-C01 exam, this scenario tests your ability to interpret unexpected IPs in CloudTrail SageMaker logs and distinguish between external threats and legitimate remote access via VPN—a common trap is assuming any unfamiliar IP indicates a compromise. Remember the mnemonic: VPN flips the IP, not the identity.

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.

Exhibit

[CloudTrail Log Entry]
{
    "eventSource": "sagemaker.amazonaws.com",
    "eventName": "CreateTrainingJob",
    "userIdentity": {
        "arn": "arn:aws:iam::123456789012:user/john.doe"
    },
    "requestParameters": {
        "trainingJobName": "my-training-job",
        "hyperParameters": {
            "batch_size": "32",
            "epochs": "10"
        },
        "inputDataConfig": [
            {
                "channelName": "training",
                "dataSource": {
                    "s3DataSource": {
                        "s3Uri": "s3://my-bucket/train/data.csv"
                    }
                }
            }
        ]
    },
    "responseElements": null,
    "sourceIPAddress": "203.0.113.5",
    "userAgent": "console.amazonaws.com"
}

Refer to the exhibit. A security analyst is reviewing CloudTrail logs and notices a training job creation from an IP address (203.0.113.5) that is not associated with the company's network. What is the most likely cause?

Clue words in this question

Noticing these words before you look at the options changes how you read each choice.

Clue: "most likely"
Why it matters: Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

Question 1easymultiple choice

Full question →

Exhibit

[CloudTrail Log Entry]
{
    "eventSource": "sagemaker.amazonaws.com",
    "eventName": "CreateTrainingJob",
    "userIdentity": {
        "arn": "arn:aws:iam::123456789012:user/john.doe"
    },
    "requestParameters": {
        "trainingJobName": "my-training-job",
        "hyperParameters": {
            "batch_size": "32",
            "epochs": "10"
        },
        "inputDataConfig": [
            {
                "channelName": "training",
                "dataSource": {
                    "s3DataSource": {
                        "s3Uri": "s3://my-bucket/train/data.csv"
                    }
                }
            }
        ]
    },
    "responseElements": null,
    "sourceIPAddress": "203.0.113.5",
    "userAgent": "console.amazonaws.com"
}

A
The user john.doe is accessing the AWS Management Console from a VPN.
A VPN would route traffic through an external IP; this is a common scenario for remote workers.
B
The CloudTrail log is being generated by a cross-account role.
Why wrong: The userIdentity shows a specific user arn, not a cross-account role.
C
The training job was created using the AWS CLI from an external machine.
Why wrong: The userAgent is 'console', not 'cli', so it was done via the console.
D
The training job was created by a malicious actor who stole credentials.
Why wrong: Less likely; the user is identified and could be using a VPN. More evidence needed for malicious activity.

Full breakdown with real-world context →

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

✓

The user john.doe is accessing the AWS Management Console from a VPN.

The IP address 203.0.113.5 is a non-routable test IP (RFC 5737) and not associated with the company's network. The most likely cause is that user john.doe is accessing the AWS Management Console through a VPN, which would route traffic through the VPN's public IP rather than the corporate network. This explains why the source IP appears external while the user identity is legitimate.

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 user john.doe is accessing the AWS Management Console from a VPN.
Why this is correct
A VPN would route traffic through an external IP; this is a common scenario for remote workers.
Clue confirmation
The clue word "most likely" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
✗
The CloudTrail log is being generated by a cross-account role.
Why it's wrong here
The userIdentity shows a specific user arn, not a cross-account role.
✗
The training job was created using the AWS CLI from an external machine.
Why it's wrong here
The userAgent is 'console', not 'cli', so it was done via the console.
✗
The training job was created by a malicious actor who stole credentials.
Why it's wrong here
Less likely; the user is identified and could be using a VPN. More evidence needed for malicious activity.

Common exam traps

Common exam trap: answer the scenario, not the keyword

AWS often tests the distinction between 'external IP' and 'unauthorized access'—the trap here is assuming any external IP indicates a security breach, when in fact VPN usage is a legitimate and common cause for such logs.

Trap categories for this question

Command / output trap
The userIdentity shows a specific user arn, not a cross-account role.

Detailed technical explanation

How to think about this question

CloudTrail logs record the source IP address of the API caller, which for AWS Management Console sessions is the public IP of the user's internet connection. When a user connects via a VPN, the source IP becomes the VPN endpoint's public IP, which may be outside the corporate CIDR range. This is a common scenario in security audits where legitimate remote workers or administrators use VPNs to access the console, causing false positives in IP-based anomaly detection.

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.

Related AIF-C01 practice-question pages

Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.

Applications of Foundation Models practice questions

Practise AIF-C01 questions linked to Applications of Foundation Models.

Fundamentals of AI and ML practice questions

Practise AIF-C01 questions linked to Fundamentals of AI and ML.

Fundamentals of Generative AI practice questions

Practise AIF-C01 questions linked to Fundamentals of Generative AI.

Guidelines for Responsible AI practice questions

Practise AIF-C01 questions linked to Guidelines for Responsible AI.

Security, Compliance and Governance for AI Solutions practice questions

Practise AIF-C01 questions linked to Security, Compliance and Governance for AI Solutions.

AIF-C01 fundamentals practice questions

Practise AIF-C01 questions linked to AIF-C01 fundamentals.

AIF-C01 scenario practice questions

Practise AIF-C01 questions linked to AIF-C01 scenario.

AIF-C01 troubleshooting practice questions

Practise AIF-C01 questions linked to AIF-C01 troubleshooting.

Practice this exam

Start a free AIF-C01 practice session

Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.

10 questions 20 questions 30 questions 50 questions Timed 30

AIF-C01 practice-test guide →Study guide →Browse all practice tests

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: The user john.doe is accessing the AWS Management Console from a VPN. — The IP address 203.0.113.5 is a non-routable test IP (RFC 5737) and not associated with the company's network. The most likely cause is that user john.doe is accessing the AWS Management Console through a VPN, which would route traffic through the VPN's public IP rather than the corporate network. This explains why the source IP appears external while the user identity is legitimate.

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: "most likely". Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

About these practice questions

Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

Last reviewed: Jun 30, 2026

Question Discussion

Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.

Loading comments…

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.