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 Mode Notebooks

Comparing two data science notebooks.

Kaggle

Mode Notebooks

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 Mode Notebooks

Native R & Python Notebooks. From SQL, explore your analysis using R or Python Notebooks.

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?

No, you must use a managed offering

Features

Is it Jupyter compatible?

Jupyter-compatible

Is it Jupyter compatible?

Not Jupyter-compatible

Programming languages

Jupyter languages (e.g. Python, R)

Programming languages

SQL
R
Python

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 to databases (MariaDB, PostgreSQL, etc.)
Connect to data warehouses (Amazon Redshift, Google BigQuery, etc.)

What kind of data visualization can you do?

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

What kind of data visualization can you do?

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

Management

Reproducibility

Environments are reproducible by default

Reproducibility

Environments are reproducible by default

Version history

Version history is built in

Version history

No version history

Collaborative editing

No support for collaborative editors

Collaborative editing

Multiple editors, one at a time (asynchronous)

Comments

Comment on a notebook as a whole

Comments

No support for comments

Notebook organization

View notebooks in a list

Notebook organization

View notebooks in a list

Licensing

License

Proprietary

License

Proprietary

Price

Free

Price

Unknown

Alternatives to Kaggle and Mode Notebooks

Compare Kaggle and Mode Notebooks with other data science notebook tools.

ToolSetupJupyter compatibilityProgramming languagesData visualizationCollaborative editingPricingLicense
Kaggle
Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFreeProprietary
Mode Notebooks
Fully managedNoneSQL, R, PythonVisualization UI builderFile-based or asynchronous collaborationUnknownProprietary
Jupyter
Compare with
Kaggle, Mode Notebooks
Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source
Amazon Sagemaker
Compare with
Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary
Google Colab
Compare with
Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary
Deepnote
Compare with
Fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
Hex
Compare with
Fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
Databricks Notebooks
Compare with
Self-hosted or fully managedJupyter-compatibleJupyterVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
DataCamp Workspace
Compare with
Fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
JupyterLab
Compare with
Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source
CoCalc
Compare with
Self-hosted or fully managedJupyter-compatibleJupyterVisualize with codeRealtime collaborationFree and paid optionsOpen source
Hyperquery
Compare with
Fully managedNonePython, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
Jetbrains Datalore
Compare with
Fully managedJupyter-compatibleJupyterVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
Nextjournal
Compare with
Fully managedJupyter-compatibleJupyterVisualize with codeRealtime collaborationFree and paid optionsProprietary
Noteable
Compare with
Self-hosted or fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
nteract
Compare with
Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source
Observable
Compare with
Fully managedNoneJSVisualize with codeRealtime collaborationFree and paid optionsProprietary
Query.me
Compare with
Fully managedNoneSQLVisualization UI builderFile-based or asynchronous collaborationFree and paid optionsProprietary
VS Code
Compare with
Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source
Querybook
Compare with
Self-hostedNonePythonVisualization UI builderRealtime collaborationFreeOpen source
Zeppelin
Compare with
Self-hostedNonePython, SQL, SparkUnknownFile-based or asynchronous collaborationFreeOpen source
Count
Compare with
Fully managedNoneSQLVisualization UI builderRealtime collaborationFree and paid optionsProprietary
Husprey
Compare with
Fully managedNoneSQLVisualization UI builderFile-based or asynchronous collaborationFree and paid optionsProprietary
Pluto.jl
Compare with
Self-hostedNoneJuliaUnknownFile-based or asynchronous collaborationFreeOpen source
Polynote
Compare with
Self-hostedNoneScala, PythonUnknownFile-based or asynchronous collaborationFreeOpen source
Zepl
Compare with
Fully managedUnknownPython, RUnknownRealtime collaborationUnknownProprietary

Data Science Notebooks

Popular notebook tools

DeepnoteGoogle ColabHexJupyterJetbrains DataloreSagemaker