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CoCalc vs Zeppelin:
a side-by-side comparison for 2024

Comparing two data science notebooks.

A screenshot of CoCalc
CoCalc logo

CoCalc

Your best choice for teaching remote scientific courses.
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A screenshot of Zeppelin
Zeppelin logo

Zeppelin

Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
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CoCalc

Zeppelin

Setup

Is it managed?

Is it managed?

Fully managed (setup in minutes)
No, you must host it yourself

Can you self-host?

Can you self-host?

You can self-host (setup in hours)
You can self-host (setup in hours)

Features

Is it Jupyter compatible?

Is it Jupyter compatible?

Jupyter-compatible
Not Jupyter-compatible

Programming languages

Programming languages

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

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)
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)
Unknown

Reactivity

Reactivity

No reactivity, you decide the execution order
No reactivity, you decide the execution order

Notebook scheduling

Notebook scheduling

No notebook scheduling
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

Environments are reproducible by default
With effort, you can make reproducible environments

Version history

Version history

Version history is built in
File-based (use Git)

Collaborative editing

Collaborative editing

Multiple editors at the same time
File-based (use Git)
Multiple editors, one at a time (asynchronous)

Comments

Comments

No support for comments
File-based (use GitHub)

Notebook organization

Notebook organization

View notebooks in a list
File-based

Licensing

License

License

Open-source (GNU AGPLv3)
Open-source (Apache 2.0)

Price

Price

Free tier
Pay for compute
Free

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