Kaggle
WebsiteExplore and run machine learning code with Kaggle Notebooks, a cloud computational environment that enables reproducible and collaborative analysis.
Kaggle vs Amazon Sagemaker:
a side-by-side comparison for 2023
Comparing two data science notebooks.
Kaggle
Amazon Sagemaker
Setup
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
Limited scheduling capabilities
Notebook scheduling with additional tools
Management
Reproducibility
Reproducibility
Environments are reproducible by default
There is no support for reproducibility
Version history is built in
File-based (use Git)
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.
| Tool | Setup | Jupyter compatibility | Languages | Data visualization | Collaborative editing | Pricing | License |
|---|
Kaggle | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free | Proprietary |
|---|---|---|---|---|---|---|---|
Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
Deepnote Compare with Kaggle, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Jupyter Compare with Kaggle, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Google Colab Compare with Kaggle, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
Hex Compare with Kaggle, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Databricks Notebooks Compare with Kaggle, Amazon Sagemaker | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
DataCamp Workspace Compare with Kaggle, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
JupyterLab Compare with Kaggle, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
CoCalc Compare with Kaggle, Amazon Sagemaker | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Open source |
Hyperquery Compare with Kaggle, Amazon Sagemaker | Fully managed | None | Python, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Jetbrains Datalore Compare with Kaggle, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Nextjournal Compare with Kaggle, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
Noteable Compare with Kaggle, Amazon Sagemaker | Self-hosted or fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
nteract Compare with Kaggle, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Observable Compare with Kaggle, Amazon Sagemaker | Fully managed | None | JS | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
Query.me Compare with Kaggle, Amazon Sagemaker | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
VS Code Compare with Kaggle, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Mode Notebooks Compare with Kaggle, Amazon Sagemaker | Fully managed | None | SQL, R, Python | Visualization UI builder | File-based or asynchronous collaboration | Unknown | Proprietary |
Querybook Compare with Kaggle, Amazon Sagemaker | Self-hosted | None | Python | Visualization UI builder | Realtime collaboration | Free | Open source |
Zeppelin Compare with Kaggle, Amazon Sagemaker | Self-hosted | None | Python, SQL, Spark | Unknown | File-based or asynchronous collaboration | Free | Open source |
Count Compare with Kaggle, Amazon Sagemaker | Fully managed | None | SQL | Visualization UI builder | Realtime collaboration | Free and paid options | Proprietary |
Husprey Compare with Kaggle, Amazon Sagemaker | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
Pluto.jl Compare with Kaggle, Amazon Sagemaker | Self-hosted | None | Julia | Unknown | File-based or asynchronous collaboration | Free | Open source |
Polynote Compare with Kaggle, Amazon Sagemaker | Self-hosted | None | Scala, Python | Unknown | File-based or asynchronous collaboration | Free | Open source |
Zepl Compare with Kaggle, Amazon Sagemaker | Fully managed | Unknown | Python, R | Unknown | Realtime collaboration | Unknown | Proprietary |