- A
Set the data residency location to a specific region in Vertex AI
Why wrong: Data residency ensures data stays in a geographic region but does not prevent logging by the provider.
- B
Configure VPC Service Controls to create a service perimeter around Vertex AI
VPC Service Controls prevent data from being exfiltrated or logged outside the defined perimeter, ensuring provider-side logging is blocked.
- C
Use Model Garden to select a model hosted entirely on-premises
Why wrong: Model Garden provides access to cloud-hosted models; on-premises hosting is not a feature of Model Garden.
- D
Enable Customer-Managed Encryption Keys (CMEK) on the Vertex AI endpoint
Why wrong: CMEK encrypts data at rest but does not prevent the model provider from logging prompts or outputs.
Generative AI Leader Applying Generative AI in Business Practice Question
This Generative AI Leader practice question tests your understanding of applying generative ai in business. 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 financial services firm is deploying a GenAI application that processes sensitive client data. They must ensure that no prompts or model outputs are logged by the model provider. Which configuration in Vertex AI is REQUIRED to meet this data residency and privacy requirement?
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
Configure VPC Service Controls to create a service perimeter around Vertex AI
VPC Service Controls create a security perimeter around Vertex AI resources, preventing data from being logged outside the customer's VPC. CMEK encrypts data at rest but doesn't prevent logging. Model Garden doesn't control logging. Data residency settings are broader than the specific logging control needed.
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.
- ✗
Set the data residency location to a specific region in Vertex AI
Why it's wrong here
Data residency ensures data stays in a geographic region but does not prevent logging by the provider.
- ✓
Configure VPC Service Controls to create a service perimeter around Vertex AI
Why this is correct
VPC Service Controls prevent data from being exfiltrated or logged outside the defined perimeter, ensuring provider-side logging is blocked.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Use Model Garden to select a model hosted entirely on-premises
Why it's wrong here
Model Garden provides access to cloud-hosted models; on-premises hosting is not a feature of Model Garden.
- ✗
Enable Customer-Managed Encryption Keys (CMEK) on the Vertex AI endpoint
Why it's wrong here
CMEK encrypts data at rest but does not prevent the model provider from logging prompts or outputs.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Many certification questions include familiar terms but test a specific constraint. Read the exact wording before choosing an answer that is generally true but wrong for this case.
Trap categories for this question
Command / output trap
CMEK encrypts data at rest but does not prevent the model provider from logging prompts or outputs.
Detailed technical explanation
How to think about this question
This question should be treated as a scenario, not a definition check. Identify the problem, the constraint and the best action. Then compare each option against those facts.
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.
- Use explanations to understand the rule behind the answer.
TExam Day Tips
- Underline the problem statement mentally.
- 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 healthcare organisation deploys an application with a public-facing web tier and a private database tier. The database subnet has no public IP and only accepts connections from the web tier's security group. Questions like this test whether you can design cloud network isolation using VNets/VPCs, subnets, and security group rules.
What to study next
Got this wrong? Here's your next step.
Identify which Generative AI Leader exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
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Applying Generative AI in Business — study guide chapter
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FAQ
Questions learners often ask
What does this Generative AI Leader question test?
Applying Generative AI in Business — This question tests Applying Generative AI in Business — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Configure VPC Service Controls to create a service perimeter around Vertex AI — VPC Service Controls create a security perimeter around Vertex AI resources, preventing data from being logged outside the customer's VPC. CMEK encrypts data at rest but doesn't prevent logging. Model Garden doesn't control logging. Data residency settings are broader than the specific logging control needed.
What should I do if I get this Generative AI Leader question wrong?
Identify which Generative AI Leader exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
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 →
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Last reviewed: Jul 4, 2026
This Generative AI Leader practice question is part of Courseiva's free Google Cloud 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 Generative AI Leader exam.
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