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

Comparing two data science notebooks.

A screenshot of Looker
Looker logo

Looker

Website
Looker is a powerful BI tool that allows data analysts to create interactive dashboards, explore and analyze data from multiple sources with ease, and ensure robust data governance.
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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

Looker

Zeppelin

Setup

Is it managed?

Is it managed?

Fully managed (setup in hours)
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

SQL
Python
SQL
Spark

What kind of data sources can you connect to?

What kind of data sources can you connect to?

Provided file storage

What kind of data visualization can you do?

What kind of data visualization can you do?

UI for building charts
Unknown

Reactivity

Reactivity

Reactivity with caveats
No reactivity, you decide the execution order

Notebook scheduling

Notebook scheduling

Notebook scheduling is built in
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

Unknown
With effort, you can make reproducible environments

Version history

Version history

No version history
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

Proprietary
Open-source (Apache 2.0)

Price

Price

Free tier
Pay for compute
Free

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Alternatives to Looker and Zeppelin

Compare Looker and Zeppelin with other data science notebook tools.

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

Looker

Self-hosted or fully managedJupyter-compatibleSQLVisualization UI builderRealtime collaborationFree and paid optionsProprietary

Zeppelin

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

Deepnote

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Fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary

Amazon Sagemaker

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Jupyter

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Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source

Google Colab

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Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary

Hex

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DataCamp Workspace

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CoCalc

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Hyperquery

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Fully managedJupyter-compatibleJupyterVisualize with code or UIRealtime collaborationFree and paid optionsProprietary

Kaggle

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Nextjournal

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Noteable

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nteract

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Query.me

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VS Code

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Querybook

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Vertex AI

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Fully managedNoneSQLVisualization UI builderRealtime collaborationFree and paid optionsProprietary

Husprey

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Fully managedNoneSQLVisualization UI builderFile-based or asynchronous collaborationFree and paid optionsProprietary

Pluto.jl

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Self-hostedNoneJuliaUnknownFile-based or asynchronous collaborationFreeOpen source

Polynote

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Self-hostedNoneScala, PythonUnknownFile-based or asynchronous collaborationFreeOpen source

Zepl

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Fully managedUnknownPython, RUnknownRealtime collaborationUnknownProprietary

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