- A
Deploy the Data Loss Prevention API
Why wrong: DLP is for data masking, not a requirement listed.
- B
Enable VPC Service Controls to restrict data access
VPC Service Controls provide data isolation.
- C
Enable Cloud Audit Logs for Vertex AI
Audit logs capture model inputs and outputs.
- D
Use Google AI Studio Prototyping
Why wrong: AI Studio does not offer compliance or VPC controls.
- E
Sign a SOC2 compliance agreement with Google Cloud
SOC2 compliance is available as part of Google Cloud's enterprise offerings.
Question 49 of 997
Generative AI Leader Google AI Ecosystem and Strategy Practice Question
This Generative AI Leader practice question tests your understanding of google ai ecosystem and strategy. 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 must deploy a conversational AI application using Gemini on Vertex AI. They require: 1) SOC2 compliance, 2) audit logging of model inputs/outputs, and 3) data isolation within their VPC. Which THREE configurations or features should they enable?
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
✓
Enable VPC Service Controls to restrict data access
Vertex AI offers VPC Service Controls for data isolation, Cloud Audit Logs for logging, and SOC2 compliance is available. Google AI Studio does not provide these, and Data Loss Prevention API is for data masking, not a requirement.
Key principle: Count usable hosts — not total addresses — and remember that the network and broadcast addresses are not available to hosts in standard IPv4 subnets.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Deploy the Data Loss Prevention API
Why it's wrong here
DLP is for data masking, not a requirement listed.
- ✓
Enable VPC Service Controls to restrict data access
Why this is correct
VPC Service Controls provide data isolation.
Related concept
CIDR notation defines the prefix length.
- ✓
Enable Cloud Audit Logs for Vertex AI
Why this is correct
Audit logs capture model inputs and outputs.
Related concept
CIDR notation defines the prefix length.
- ✗
Use Google AI Studio Prototyping
Why it's wrong here
AI Studio does not offer compliance or VPC controls.
- ✓
Sign a SOC2 compliance agreement with Google Cloud
Why this is correct
SOC2 compliance is available as part of Google Cloud's enterprise offerings.
Related concept
CIDR notation defines the prefix length.
Common exam traps
Common exam trap: usable hosts are not the same as total addresses
Subnetting questions often tempt you into counting all addresses. In normal IPv4 subnets, the network and broadcast addresses are not usable host addresses.
Detailed technical explanation
How to think about this question
Subnetting questions test whether you can identify the network, broadcast address, usable range, mask and correct subnet. Slow down enough to calculate the block size correctly.
KKey Concepts to Remember
- CIDR notation defines the prefix length.
- Block size helps identify subnet boundaries.
- Network and broadcast addresses are not usable hosts in normal IPv4 subnets.
- The required host count determines the smallest suitable subnet.
TExam Day Tips
- Write the block size before choosing the subnet.
- Check whether the question asks for hosts, subnets or a specific address range.
- Do not confuse /24, /25, /26 and /27 host counts.
Key takeaway
Count usable hosts — not total addresses — and remember that the network and broadcast addresses are not available to hosts in standard IPv4 subnets.
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.
Review block sizes, usable host formulas (2^n − 2), and how to find network and broadcast addresses for /24 through /30. Then practise related Generative AI Leader subnetting questions on CIDR, address ranges, and subnet selection.
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Google AI Ecosystem and Strategy — study guide chapter
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FAQ
Questions learners often ask
What does this Generative AI Leader question test?
Google AI Ecosystem and Strategy — This question tests Google AI Ecosystem and Strategy — CIDR notation defines the prefix length..
What is the correct answer to this question?
The correct answer is: Enable VPC Service Controls to restrict data access — Vertex AI offers VPC Service Controls for data isolation, Cloud Audit Logs for logging, and SOC2 compliance is available. Google AI Studio does not provide these, and Data Loss Prevention API is for data masking, not a requirement.
What should I do if I get this Generative AI Leader question wrong?
Review block sizes, usable host formulas (2^n − 2), and how to find network and broadcast addresses for /24 through /30. Then practise related Generative AI Leader subnetting questions on CIDR, address ranges, and subnet selection.
What is the key concept behind this question?
CIDR notation defines the prefix length.
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 →
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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