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PMLE Practice Question: To enable collaboration on notebook-based…

To enable collaboration on notebook-based experiments across teams, what is the recommended approach in Google Cloud?

⚠ Common exam trap

Google Cloud often tests the misconception that shared storage (like Cloud Storage) alone is sufficient for collaboration, but the key requirement is shared runtimes and concurrent editing, which only Colab Enterprise provides among the options.

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 Colab Enterprise notebooks with shared runtimes and IAM permissions

Colab Enterprise notebooks with shared runtimes and IAM permissions is the recommended approach because it provides a fully managed, collaborative environment where multiple users can work on the same notebook simultaneously, with fine-grained access control via IAM and consistent runtime configurations. This eliminates version conflicts and environment drift, which are common in distributed notebook workflows.

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 Colab Enterprise notebooks with shared runtimes and IAM permissions

    Why this is correct

    Colab Enterprise enables collaborative editing and shared compute resources.

  • ✗

    Share Docker images containing the notebook environment

    Why it's wrong here

    Docker images provide environment consistency but not collaborative editing.

  • ✗

    Each team member works on their own local Jupyter notebook and shares screenshots

    Why it's wrong here

    This does not allow real-time collaboration or version control.

  • ✗

    Store notebooks in a Cloud Storage bucket and open them with Vertex AI Workbench

    Why it's wrong here

    Storage alone does not provide concurrent editing and collaboration.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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.