Data Science Notebooks

Data science gets done in notebooks. This website exists to compare the features in different data science notebook tools.

Robert Lacok
About the author

My name is Robert Lacok, and I’m a data notebook enthusiast. Because I keep on top of the latest developments in the space, I wanted to share it with the world.

I’m also a product manager at Deepnote. I try to be unbiased — if you believe any tools are missing or misrepresented, please email me or open a pull request on GitHub.

Need help?

If you need help picking a data notebook for your next project, feel free to reach out to me at my personal email address. I’d be happy to chat about the pros and cons of each solution.

View all notebooks

Kaggle vs Noteable

Comparing two data science notebooks.

Kaggle

Noteable

A screenshot of Kaggle

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

WebsiteAlternatives
A screenshot of Noteable

Noteable is a collaborative notebook platform that enables teams to use and visualize data, together.

WebsiteAlternatives

Setup

Is it managed?

Fully managed (setup in minutes)

Is it managed?

Fully managed (setup in minutes)

Can you self-host?

No, you must use a managed offering

Can you self-host?

You can self-host (setup in hours)

Features

Is it Jupyter compatible?

Jupyter-compatible

Is it Jupyter compatible?

Jupyter-compatible

Programming languages

Jupyter languages (e.g. Python, R)

Programming languages

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

What kind of data sources can you connect to?

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

What kind of data sources can you connect to?

Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
Connect to databases (Trino, Snowflake, CockroachDB, PostgreSQL)
Connect to data warehouses (Amazon Redshift, Google BigQuery, Databricks)
Provided file storage

What kind of data visualization can you do?

Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)

What kind of data visualization can you do?

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

Reactivity

No reactivity, you decide the execution order

Reactivity

No reactivity, you decide the execution order

Notebook scheduling

Limited scheduling capabilities

Notebook scheduling

Notebook scheduling is built in
Notebook scheduling with additional tools

Management

Reproducibility

Environments are reproducible by default

Reproducibility

Environments are reproducible by default
Execution is reproducible by default
Run notebooks in containers

Version history

Version history is built in

Version history

Version history is built in

Collaborative editing

No support for collaborative editors

Collaborative editing

Multiple editors at the same time

Comments

Comment on a notebook as a whole

Comments

Comment on items within a notebook
Comment on a notebook as a whole

Notebook organization

View notebooks in a list

Notebook organization

File-based

Licensing

License

Proprietary

License

Proprietary

Price

Free

Price

Free tier
Pay-per-user
Pay for compute

Alternatives to Kaggle and Noteable

Compare Kaggle and Noteable with other data science notebook tools.

ToolSetupJupyter compatibilityProgramming languagesData visualizationCollaborative editingPricingLicense
Kaggle		Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFreeProprietary
Noteable		Self-hosted or fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
Jupyter
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Kaggle, Noteable
Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source
Amazon Sagemaker
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Kaggle, Noteable
Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary
Google Colab
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Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary
Deepnote
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Fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
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DataCamp Workspace
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Observable
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VS Code
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Querybook
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Zeppelin
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Count
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Pluto.jl
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Polynote
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Zepl
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Fully managedUnknownPython, RUnknownRealtime collaborationUnknownProprietary

Data Science Notebooks

Popular notebook tools

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Popular notebook comparisons

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Notebook tools by feature

Jupyter notebooks onlineScheduling Jupyter notebooksRealtime collaboration in Jupyter notebooksVersion control in Jupyter notebooksComments in Jupyter notebooksOpen source notebooks