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Kaggle vs Vertex AI:
a side-by-side comparison for 2024

Comparing two data science notebooks.

A screenshot of Kaggle
Kaggle logo

Kaggle

Website
Explore and run machine learning code with Kaggle Notebooks, a cloud computational environment that enables reproducible and collaborative analysis.

Read about alternatives

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A screenshot of Vertex AI
Vertex AI logo

Vertex AI

Website
Vertex AI is Google Cloud's comprehensive machine learning platform that enables businesses to build, deploy, and scale AI models effortlessly.
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Kaggle

Vertex AI

Setup

Is it managed?

Is it managed?

Fully managed (setup in minutes)
Fully managed (setup in hours)

Can you self-host?

Can you self-host?

No, you must use a managed offering
You can self-host (setup in hours)

Features

Is it Jupyter compatible?

Is it Jupyter compatible?

Jupyter-compatible
Jupyter-compatible

Programming languages

Programming languages

Jupyter languages (e.g. Python, R)
SQL
JS
Julia
R
Python

What kind of data sources can you connect to?

What kind of data sources can you connect to?

Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
Kaggle datasets
Provided file storage

What kind of data visualization can you do?

What kind of data visualization can you do?

Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
UI for building charts

Reactivity

Reactivity

No reactivity, you decide the execution order
Reactivity with caveats

Notebook scheduling

Notebook scheduling

Limited scheduling capabilities
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

Environments are reproducible by default
Unknown

Version history

Version history

Version history is built in
No version history

Collaborative editing

Collaborative editing

No support for collaborative editors
Multiple editors at the same time

Comments

Comments

Comment on a notebook as a whole
No support for comments

Notebook organization

Notebook organization

View notebooks in a list
View notebooks in a list

Licensing

License

License

Proprietary
Proprietary

Price

Price

Free
Free tier
Pay for compute

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Alternatives to Kaggle and Vertex AI

Compare Kaggle and Vertex AI with other data science notebook tools.

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

Kaggle

Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFreeProprietary

Vertex AI

Self-hosted or fully managedJupyter-compatibleSQL, JS, Julia, R, PythonVisualization UI builderRealtime collaborationFree and paid optionsProprietary

Deepnote

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Jupyter

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Google Colab

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Pluto.jl

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