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

Comparing two data science notebooks.

A screenshot of Polynote
Polynote logo

Polynote

Website
Polynote is a different kind of notebook. It supports mixing multiple languages in one notebook, and sharing data between them seamlessly. It encourages reproducible notebooks with its immutable data model.
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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

Polynote

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

Features

Is it Jupyter compatible?

Is it Jupyter compatible?

Not Jupyter-compatible
Not Jupyter-compatible

Programming languages

Programming languages

Scala
Python
Python
SQL
Spark

What kind of data sources can you connect to?

What kind of data sources can you connect to?

Unknown

What kind of data visualization can you do?

What kind of data visualization can you do?

Unknown
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 (Apache 2.0)
Open-source (Apache 2.0)

Price

Price

Free
Free

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Alternatives to Polynote and Zeppelin

Compare Polynote and Zeppelin with other data science notebook tools.

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

Polynote

Self-hostedNoneScala, PythonUnknownFile-based or asynchronous collaborationFreeOpen source

Zeppelin

Self-hostedNonePython, SQL, SparkUnknownFile-based or asynchronous collaborationFreeOpen source

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Pluto.jl

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Zepl

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Fully managedUnknownPython, RUnknownRealtime collaborationUnknownProprietary

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