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Vertex AI Workbench Agent Platform Workbench

Legacy names Vertex AI Workbench, Vertex AI Workbench Instances, AI Platform Notebooks, Cloud Datalab

Managed JupyterLab notebook development environment for data science and machine learning on Gemini Enterprise Agent Platform.

Naming timeline

  1. AI Platform Notebooks

    · Beta Launch (GA Mar 31, 2020)

    Launched on notebooks.googleapis.com as a managed JupyterLab VM service succeeding Cloud Datalab (reached GA on March 31, 2020).

  2. Vertex AI Workbench

    · Google Cloud Next '21 (Instances GA Sep 25, 2023)

    Unified AI Platform Notebooks (as user-managed notebooks) alongside managed notebooks under Vertex AI; next-generation Vertex AI Workbench instances launched in Preview on July 19, 2023 and GA on September 25, 2023.

  3. Agent Platform WorkbenchCurrent name

    · Gemini Enterprise Launch (Release Notes Table Apr 22, 2026)

    Rebranded under Gemini Enterprise Agent Platform as Agent Platform Workbench (and Agent Platform Workbench Instances).

What is Vertex AI Workbench called now?

Vertex AI Workbench is now called Agent Platform Workbench, with the latest change in October 2025 (Gemini Enterprise Launch (Release Notes Table Apr 22, 2026)). Earlier names covered by this entry also include Vertex AI Workbench Instances, AI Platform Notebooks, Cloud Datalab. Managed JupyterLab notebook development environment for data science and machine learning on Gemini Enterprise Agent Platform. Only the customer-facing name changed; the underlying technical identifiers remain backward compatible.

Also known as

  • Gemini Enterprise Agent Platform Workbench
  • Gemini Enterprise Agent Platform Notebooks
  • Agent Platform Workbench Instances

Technical identifiers

Technical identifiers unchanged. Only the customer-facing product name changed; the APIs, CLI commands, IAM roles and Terraform resources below keep their legacy identifiers for backward compatibility.

REST / gRPC APIsnotebooks.googleapis.com aiplatform.googleapis.com
gcloud / CLI Commandsgcloud workbench gcloud workbench instances gcloud workbench schedules gcloud workbench executions gcloud notebooks
IAM Predefined Rolesroles/notebooks.*
Terraform Resourcesgoogle_workbench_instance google_notebooks_*

Workbench instances use the notebooks.googleapis.com v2 API (gcloud workbench / google_workbench_instance), while scheduled notebook runs use aiplatform.notebookExecutionJobs and aiplatform.schedules.

Notes & disambiguation

  • Legacy Vertex AI Workbench 'managed notebooks' and 'user-managed notebooks' (formerly AI Platform Notebooks) were deprecated on January 16, 2024 and shut down on March 30, 2026 in favor of unified Agent Platform Workbench instances (v2 API).
  • Programmatic management uses notebooks.googleapis.com, 'gcloud workbench instances' (and legacy 'gcloud notebooks'), roles/notebooks.*, and Terraform resource google_workbench_instance.

Sources & official documentation

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