- A
Enable logging of both prompts and responses with a short retention period (e.g., 30 days)
Logs both sides and purges after retention period, balancing compliance and minimization.
- B
Disable logging entirely to minimize data retention
Why wrong: Disabling logging fails compliance requirements.
- C
Log everything indefinitely for maximum compliance
Why wrong: Indefinite retention violates data minimization principles.
- D
Log only prompts but not responses
Why wrong: Responses are also needed for compliance audit.
Question 487 of 997
Generative AI Leader Responsible AI and Data Governance Practice Question
This Generative AI Leader practice question tests your understanding of responsible ai and data governance. 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 developer is using Vertex AI to deploy a generative AI model. They need to ensure that prompts and responses are logged for compliance but also want to minimize data retention. Which configuration is BEST?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue:
"minimum / minimize"Why it matters: Asks for the least resource use — fewest addresses, smallest subnet, lowest overhead. Eliminate over-provisioned options even if they would technically work.
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 logging of both prompts and responses with a short retention period (e.g., 30 days)
Option A is correct because Vertex AI allows you to enable logging of both prompts and responses for compliance auditing, while configuring a short retention period (e.g., 30 days) directly minimizes data retention. This balances regulatory requirements with data minimization principles, as Vertex AI's logging configuration supports setting retention policies via Cloud Logging or the Model Registry.
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.
- ✓
Enable logging of both prompts and responses with a short retention period (e.g., 30 days)
Why this is correct
Logs both sides and purges after retention period, balancing compliance and minimization.
Clue confirmation
The clue word "minimum / minimize" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Disable logging entirely to minimize data retention
Why it's wrong here
Disabling logging fails compliance requirements.
- ✗
Log everything indefinitely for maximum compliance
Why it's wrong here
Indefinite retention violates data minimization principles.
- ✗
Log only prompts but not responses
Why it's wrong here
Responses are also needed for compliance audit.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often assume disabling logging entirely is the best way to minimize data retention, overlooking that compliance mandates require logging, so the correct approach is to enable logging with a short retention period rather than eliminating logs.
Detailed technical explanation
How to think about this question
Under the hood, Vertex AI uses Cloud Logging with a Log Sink to route prompt/response logs to a specified destination (e.g., BigQuery or Cloud Storage), where you can set a retention policy via the `logBucket` lifecycle rules or BigQuery table expiration. A subtle behavior: if you enable logging at the model deployment level but do not explicitly set a retention period, logs default to Cloud Logging's 30-day retention for the `_Default` bucket, which can be overridden with a custom sink for shorter or longer durations. In a real-world scenario, a financial institution might set a 7-day retention to comply with PCI DSS while still enabling full prompt/response logging for fraud 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 cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
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.
- →
Responsible AI and Data Governance — study guide chapter
Learn the concepts, then practise the questions
- →
Responsible AI and Data Governance practice questions
Targeted practice on this topic area only
- →
All Generative AI Leader questions
997 questions across all exam domains
- →
Google Cloud Generative AI Leader Generative AI Leader study guide
Full concept coverage aligned to exam objectives
- →
Generative AI Leader practice test guide
How to use practice tests most effectively before exam day
Related practice questions
Related Generative AI Leader practice-question pages
Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.
Fundamentals of Generative AI practice questions
Practise Generative AI Leader questions linked to Fundamentals of Generative AI.
Business Strategies for Generative AI Solutions practice questions
Practise Generative AI Leader questions linked to Business Strategies for Generative AI Solutions.
Generative AI Concepts and Technologies practice questions
Practise Generative AI Leader questions linked to Generative AI Concepts and Technologies.
Google AI Ecosystem and Strategy practice questions
Practise Generative AI Leader questions linked to Google AI Ecosystem and Strategy.
Responsible AI and Data Governance practice questions
Practise Generative AI Leader questions linked to Responsible AI and Data Governance.
Google Cloud's Generative AI Offerings practice questions
Practise Generative AI Leader questions linked to Google Cloud's Generative AI Offerings.
Techniques to Improve Generative AI Model Output practice questions
Practise Generative AI Leader questions linked to Techniques to Improve Generative AI Model Output.
Applying Generative AI in Business practice questions
Practise Generative AI Leader questions linked to Applying Generative AI in Business.
Generative AI Leader fundamentals practice questions
Practise Generative AI Leader questions linked to Generative AI Leader fundamentals.
Generative AI Leader scenario practice questions
Practise Generative AI Leader questions linked to Generative AI Leader scenario.
Generative AI Leader troubleshooting practice questions
Practise Generative AI Leader questions linked to Generative AI Leader troubleshooting.
Practice this exam
Start a free Generative AI Leader practice session
Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.
FAQ
Questions learners often ask
What does this Generative AI Leader question test?
Responsible AI and Data Governance — This question tests Responsible AI and Data Governance — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Enable logging of both prompts and responses with a short retention period (e.g., 30 days) — Option A is correct because Vertex AI allows you to enable logging of both prompts and responses for compliance auditing, while configuring a short retention period (e.g., 30 days) directly minimizes data retention. This balances regulatory requirements with data minimization principles, as Vertex AI's logging configuration supports setting retention policies via Cloud Logging or the Model Registry.
What should I do if I get this Generative AI Leader 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: "minimum / minimize". Asks for the least resource use — fewest addresses, smallest subnet, lowest overhead. Eliminate over-provisioned options even if they would technically work.
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 →
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.
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.
Sign in to join the discussion.