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

Comparing two data science notebooks.

A screenshot of nteract
nteract logo

nteract

Website
nteract is an open-source organization committed to creating fantastic interactive computing experiences that allow people to collaborate with ease.
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A screenshot of Zeppelin
Zeppelin logo

Zeppelin

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

nteract

Zeppelin

Setup

Is it managed?

Is it managed?

No, you must host it yourself
No, you must host it yourself

Can you self-host?

Can you self-host?

You can self-host (setup in minutes)
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)

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

Notebook scheduling with additional tools
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

With effort, you can make reproducible environments
With effort, you can make reproducible environments

Version history

Version history

File-based (use Git)
File-based (use Git)

Collaborative editing

Collaborative editing

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

Comments

Comments

File-based (use GitHub)
File-based (use GitHub)

Notebook organization

Notebook organization

File-based
File-based

Licensing

License

License

Open-source (BSD 3-Clause)
Open-source (Apache 2.0)

Price

Price

Free
Free

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