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Polynote vs Amazon Sagemaker:
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 Amazon Sagemaker
Amazon Sagemaker logo

Amazon Sagemaker

Website
Amazon SageMaker helps data scientists and developers to prepare, build, train, and deploy high-quality machine learning (ML) models quickly by bringing together a broad set of capabilities purpose-built for ML.

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Polynote

Amazon Sagemaker

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)
No, you must use a managed offering

Features

Is it Jupyter compatible?

Is it Jupyter compatible?

Not Jupyter-compatible
Jupyter-compatible

Programming languages

Programming languages

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

What kind of data sources can you connect to?

What kind of data sources can you connect to?

Unknown
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
AWS

What kind of data visualization can you do?

What kind of data visualization can you do?

Unknown
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)

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 with additional tools

Management

Reproducibility

Reproducibility

With effort, you can make reproducible environments
There is no support for reproducibility

Version history

Version history

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

Collaborative editing

Collaborative editing

File-based (use Git)
No support for collaborative editors

Comments

Comments

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

Notebook organization

Notebook organization

File-based
View notebooks in a list

Licensing

License

License

Open-source (Apache 2.0)
Proprietary

Price

Price

Free
Free tier
Pay for compute

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Alternatives to Polynote and Amazon Sagemaker

Compare Polynote and Amazon Sagemaker with other data science notebook tools.

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

Polynote

Self-hostedNoneScala, PythonUnknownFile-based or asynchronous collaborationFreeOpen source

Amazon Sagemaker

Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary

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Husprey

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Pluto.jl

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Zepl

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