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

Comparing two data science notebooks.

A screenshot of Jupyter
Jupyter logo

Jupyter

Website
Project Jupyter exists to develop open-source software, open-standards, and services for interactive computing across dozens of programming languages. There's a number of vendors offering Jupyter notebooks as a managed service.
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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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Jupyter

Looker

Setup

Is it managed?

Is it managed?

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

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
Jupyter-compatible

Programming languages

Programming languages

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

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)
UI for building charts

Reactivity

Reactivity

No reactivity, you decide the execution order
Reactivity with caveats

Notebook scheduling

Notebook scheduling

Notebook scheduling with additional tools
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

With effort, you can make reproducible environments
Unknown

Version history

Version history

File-based (use Git)
No version history

Collaborative editing

Collaborative editing

File-based (use Git)
Multiple editors at the same time

Comments

Comments

File-based (use GitHub)
No support for comments

Notebook organization

Notebook organization

File-based
View notebooks in a list

Licensing

License

License

Open-source (BSD)
Proprietary

Price

Price

Free
Free tier
Pay for compute

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Alternatives to Jupyter and Looker

Compare Jupyter and Looker with other data science notebook tools.

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

Jupyter

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

Looker

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

Deepnote

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

Amazon Sagemaker

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Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary

Google Colab

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Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary

Hex

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

Databricks Notebooks

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Self-hosted or fully managedJupyter-compatibleJupyterVisualize with code or UIRealtime collaborationFree and paid optionsProprietary

DataCamp Workspace

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JupyterLab

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

ChatGPT data analysis

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CoCalc

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Self-hosted or fully managedJupyter-compatibleJupyterVisualize with codeRealtime collaborationFree and paid optionsOpen source

Hyperquery

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Fully managedNonePython, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary

Jetbrains Datalore

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

Kaggle

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Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFreeProprietary

Nextjournal

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Fully managedJupyter-compatibleJupyterVisualize with codeRealtime collaborationFree and paid optionsProprietary

Noteable

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Self-hosted or fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary

nteract

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

Observable

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Fully managedNoneJSVisualize with codeRealtime collaborationFree and paid optionsProprietary

Query.me

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

VS Code

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

Mode Notebooks

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Fully managedNoneSQL, R, PythonVisualization UI builderFile-based or asynchronous collaborationUnknownProprietary

Querybook

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Self-hostedNonePythonVisualization UI builderRealtime collaborationFreeOpen source

Vertex AI

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Self-hosted or fully managedJupyter-compatibleSQL, JS, Julia, R, PythonVisualization UI builderRealtime collaborationFree and paid optionsProprietary

Zeppelin

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

Count

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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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