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

Comparing two data science notebooks.

A screenshot of Kaggle
Kaggle logo

Kaggle

Website
Explore and run machine learning code with Kaggle Notebooks, a cloud computational environment that enables reproducible and collaborative analysis.

Read about alternatives

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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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Kaggle

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?

No, you must use a managed offering
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)
Kaggle datasets
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

Limited scheduling capabilities
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

No support for collaborative editors
No support for collaborative editors

Comments

Comments

Comment on a notebook as a whole
File-based (use GitHub)

Notebook organization

Notebook organization

View notebooks in a list
View notebooks in a list

Licensing

License

License

Proprietary
Proprietary

Price

Price

Free
Free tier
Pay for compute

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Alternatives to Kaggle and Amazon Sagemaker

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

ToolSetupJupyter compatibilityLanguagesData visualizationCollaborative editingPricingLicense

Kaggle

Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFreeProprietary

Amazon Sagemaker

Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary

Deepnote

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

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

JupyterLab

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

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

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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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

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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