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CoCalc vs Amazon Sagemaker:
a side-by-side comparison for 2024

Comparing two data science notebooks.

A screenshot of CoCalc
CoCalc logo

CoCalc

Website
Your best choice for teaching remote scientific courses.
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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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CoCalc

Amazon Sagemaker

Setup

Is it managed?

Is it managed?

Fully managed (setup in minutes)
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?

Jupyter-compatible
Jupyter-compatible

Programming languages

Programming languages

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

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
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?

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

No notebook scheduling
Notebook scheduling with additional tools

Management

Reproducibility

Reproducibility

Environments are reproducible by default
There is no support for reproducibility

Version history

Version history

Version history is built in
File-based (use Git)

Collaborative editing

Collaborative editing

Multiple editors at the same time
No support for collaborative editors

Comments

Comments

No support for comments
File-based (use GitHub)

Notebook organization

Notebook organization

View notebooks in a list
View notebooks in a list

Licensing

License

License

Open-source (GNU AGPLv3)
Proprietary

Price

Price

Free tier
Pay for compute
Free tier
Pay for compute

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Alternatives to CoCalc and Amazon Sagemaker

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

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

CoCalc

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

Amazon Sagemaker

Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary

Deepnote

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Jupyter

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Google Colab

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JupyterLab

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Hyperquery

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Nextjournal

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nteract

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Fully managedNoneSQLVisualization UI builderRealtime collaborationFree and paid optionsProprietary

Husprey

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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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