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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.

DataCamp Workspace vs VS Code

Comparing two data science notebooks.

DataCamp Workspace

VS Code

A screenshot of DataCamp Workspace

DataCamp Workspace is a cloud-based data science notebook to analyze data, collaborate with others, and share insights — no installation required.

WebsiteAlternatives
A screenshot of VS Code

Visual Studio Code is a lightweight but powerful source code editor. It supports working with Jupyter Notebooks natively, as well as through Python code files.

Setup

Is it managed?

Fully managed (setup in minutes)

Is it managed?

No, you must host it yourself

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)
SQL

Programming languages

Jupyter languages (e.g. Python, R)

What kind of data sources can you connect to?

Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
Connect to data warehouses (AWS, GCP, etc.)
Connect to databases (Postgres, MS SQL, etc.)
Provided file storage

What kind of data sources can you connect to?

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

What kind of data visualization can you do?

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

What kind of data visualization can you do?

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

Reactivity

No reactivity, you decide the execution order

Reactivity

No reactivity, you decide the execution order

Notebook scheduling

No notebook scheduling

Notebook scheduling

Notebook scheduling with additional tools

Management

Reproducability

Environments are reproducible by default

Reproducability

There is no support for reproducability

Version history

No version history

Version history

File-based (use Git)

Collaborative editing

Multiple editors at the same time

Collaborative editing

File-based (use Git)

Comments

Comment on items within a notebook

Comments

File-based (use GitHub)

Notebook organization

View notebooks in a list

Notebook organization

File-based

Licensing

License

Proprietary

License

Open-source (MIT)

Price

Free tier
Pay-per-user

Price

Free

Alternatives to DataCamp Workspace and VS Code

Compare DataCamp Workspace and VS Code with other data science notebook tools.

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