- A
Compute Engine with pre-installed TensorFlow
Why wrong: This requires manual setup and management of VMs.
- B
AI Platform Training (Vertex AI Training)
Vertex AI Training provides a fully managed environment for custom training with hardware accelerators.
- C
Cloud Functions
Why wrong: Cloud Functions is for lightweight event-driven code, not for training complex ML models.
- D
Google Kubernetes Engine with GPU nodes
Why wrong: GKE requires cluster management, which the user wants to avoid.
Question 22 of 1,000
Cloud Digital Leader Fundamental Cloud Concepts Practice Question
This GCDL practice question tests your understanding of fundamental cloud concepts. 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 data scientist wants to train a machine learning model using a managed service that supports custom TensorFlow code and provides GPU/TPU hardware acceleration. They prefer not to manage the underlying infrastructure. Which Google Cloud service should they use?
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
✓
AI Platform Training (Vertex AI Training)
AI Platform Training (now Vertex AI Training) is a managed service that allows you to run custom TensorFlow/PyTorch training jobs on pre-configured VM instances with GPUs/TPUs, without managing the cluster.
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.
- ✗
Compute Engine with pre-installed TensorFlow
Why it's wrong here
This requires manual setup and management of VMs.
- ✓
AI Platform Training (Vertex AI Training)
Why this is correct
Vertex AI Training provides a fully managed environment for custom training with hardware accelerators.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Cloud Functions
Why it's wrong here
Cloud Functions is for lightweight event-driven code, not for training complex ML models.
- ✗
Google Kubernetes Engine with GPU nodes
Why it's wrong here
GKE requires cluster management, which the user wants to avoid.
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.
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
An e-commerce site experiences heavy traffic on Black Friday and near-zero traffic during off-peak weeks. Rather than provisioning permanent large VMs, the team uses auto-scaling groups that add capacity automatically under load and reduce it overnight. Questions like this test whether you understand elasticity, availability zones, and cloud compute scaling patterns.
What to study next
Got this wrong? Here's your next step.
Identify which GCDL 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.
- →
Fundamental Cloud Concepts — study guide chapter
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FAQ
Questions learners often ask
What does this GCDL question test?
Fundamental Cloud Concepts — This question tests Fundamental Cloud Concepts — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: AI Platform Training (Vertex AI Training) — AI Platform Training (now Vertex AI Training) is a managed service that allows you to run custom TensorFlow/PyTorch training jobs on pre-configured VM instances with GPUs/TPUs, without managing the cluster.
What should I do if I get this GCDL question wrong?
Identify which GCDL 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 →
Last reviewed: Jul 4, 2026
This GCDL 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 GCDL exam.
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