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PMLE Practice Question: Collaborating Within and Across Teams to Manage Data and Models

A team uses Vertex AI Workbench managed notebooks. They want to version control their notebook files and collaborate using Git. What is the best way to integrate Git?

⚠ Common exam trap

Many candidates confuse Cloud Storage auto-persistence of the notebook VM with actual Git version control, leading candidates to pick Cloud Source Repositories or manual uploads instead of the built-in integration.

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

✓

Use the built-in Git integration in Vertex AI Workbench managed notebooks

Vertex AI Workbench managed notebooks include native Git integration through the JupyterLab Git extension, allowing users to clone repositories, commit, push, and pull directly from the notebook UI without leaving the environment. This is the officially supported and most seamless method for version-controlling notebooks in managed notebooks, supporting GitHub, Cloud Source Repositories, and any Git-compatible remote.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • ✗

    Use Cloud Source Repositories only

    Why it's wrong here

    Cloud Source Repositories can be used but requires manual setup; built-in Git integration supports any Git provider.

  • ✓

    Use the built-in Git integration in Vertex AI Workbench managed notebooks

    Why this is correct

    Managed notebooks include native Git integration, exposing repository cloning, credential handling and commit or push controls through the interface. This satisfies version control and collaboration requirements without manual command-line setup, unlike unmanaged instances where git must be configured by hand.

  • ✗

    Use gcloud source repos clone inside the terminal

    Why it's wrong here

    Possible but less integrated.

  • ✗

    Manually download notebooks and upload to GitHub via browser

    Why it's wrong here

    Not integrated, prone to errors.

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed September 2026 · checked against the official Google Cloud exam blueprint

This PMLE 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 PMLE exam.