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Head-to-head · Notebook Software

Google Colab vs JupyterLab

  • Updated Oct 2026
  • Both researched from official sources
  • 3 checks side by side
Higher score Google Colab #1 in Notebook Software 9.4/10 Free plan Free plan✓ 0 of 3 features Visit Google Colab
JupyterLab #3 in Notebook Software 9.1/10 Free plan Free plan✓ 2 of 3 features Visit JupyterLab

Google Colab leads on 0 checks, JupyterLab on 0, and 3 are even. Who comes out ahead on the 3 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreGoogle Colab · 9.4/10
  • Free planboth
  • Most featuresJupyterLab · 2 of 3

Google Colab scores higher on our rubric for notebook software: 9.4 against 9.1 out of 10; our editors rank them #1 and #3.

Google Colab is the better fit for hosted notebooks with free compute. JupyterLab is the better fit for power users wanting a notebook IDE.

  • Google Colab fits best

    Hosted notebooks with free compute

  • JupyterLab fits best

    Power users wanting a notebook IDE

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Side by side

Feature Google Colab 9.4/10 Visit ↗ JupyterLab 9.1/10 Visit ↗
At a glance
Editor score 9.4 9.1
Ranking #1 in Notebook Software #3 in Notebook Software
Best for Hosted notebooks with free compute Power users wanting a notebook IDE
Pricing model Free plan + paid Free
Starting price $8.33/user/mo Free plan
Free plan ✓ ✓
Free trial — —
Deployment Cloud Self-hosted
Platforms Web Web, macOS, Linux
Support Docs Docs
Built for Solo, Small business, Mid-market, Enterprise Solo, Small business, Mid-market, Enterprise
Features Google Colab 0/3 · JupyterLab 2/3
Real-time collaboration Not checked yet ✓ (best)
Version history Not checked yet ✓ (best)
GPU compute Not checked yet Not checked yet
Specs
Execution model Not checked yet Hybrid
Supported languages Not checked yet Python, R, C++, Julia, GNU Octave, Ruby, Scheme
Notebook formats Not checked yet .ipynb; export to AsciiDoc, HTML, LaTeX, Markdown, PDF, reStructuredText, Python, and Reveal.js HTML
Our review
Pros
  • Runs Python notebooks in a browser without local setup
  • Supports optional GPU and TPU runtimes
  • Connects notebooks with Google Drive and GitHub
  • Free and open source with notebooks, kernels, terminals, and debugger
  • Supports multiple languages and extensive notebook export formats
  • Combines file browsing, consoles, terminals, and resizable panels
Cons
  • Free access includes limited GPU availability
  • The service is available through the web only
  • Hardware availability and resource limits can vary over time
  • Real-time collaboration requires the jupyter_collaboration extension
  • Local or server deployment is part of its operating model
  • Broader IDE capabilities may exceed the needs of basic notebook users
Our verdict

Google Colab is a hosted Jupyter Notebook service for running Python code in managed virtual machines through a browser. It suits machine learning practitioners, data scientists, researchers, students, educators, and organizational teams…

Read the review →

JupyterLab is a free, open-source, web-based environment for creating and working with computational notebooks. It is designed for researchers, educators, developers, data scientists, and other users who need interactive computing, data…

Read the review →
  1. Google ColabNotebook Software 9.4Free plan
  2. JupyterLabNotebook Software 9.1Free plan

Strengths and trade-offs

  • Google Colab — where it wins

    • Runs Python notebooks in a browser without local setup
    • Supports optional GPU and TPU runtimes
    • Connects notebooks with Google Drive and GitHub

    Where it doesn't

    • Free access includes limited GPU availability
    • The service is available through the web only
    • Hardware availability and resource limits can vary over time

  • JupyterLab — where it wins

    • Free and open source with notebooks, kernels, terminals, and debugger
    • Supports multiple languages and extensive notebook export formats
    • Combines file browsing, consoles, terminals, and resizable panels

    Where it doesn't

    • Real-time collaboration requires the jupyter_collaboration extension
    • Local or server deployment is part of its operating model
    • Broader IDE capabilities may exceed the needs of basic notebook users

More comparisons

All notebook software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update