Observable
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Observable vs Amazon Sagemaker:
a side-by-side comparison for 2024
Comparing two data science notebooks.
Amazon Sagemaker
WebsiteAmazon 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.
Observable
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?
Not Jupyter-compatible
Jupyter-compatible
Programming languages
Programming languages
JS
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 JS libraries (e.g. REST APIs)
Connect to databases (MySQL, Postgres)
Connect to data warehouses (BigQuery, Snowflake)
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?
JS data visualization (e.g. D3, Vega)
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
Reactivity
Reactivity
Full, realtime reactivity
No reactivity, you decide the execution order
No notebook scheduling
Notebook scheduling with additional tools
Management
Reproducibility
Reproducibility
Environments are reproducible by default
Execution is reproducible by default
There is no support for reproducibility
Version history is built in
File-based (use Git)
Multiple editors at the same time
No support for collaborative editors
Comments
Comments
Comment on items within a notebook
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 tier
Free trial (1 month)
Pay-per-user
Free tier
Pay for compute
That’s it, time to try Deepnote
Alternatives to Observable and Amazon Sagemaker
Compare Observable and Amazon Sagemaker with other data science notebook tools.
| Tool | Setup | Jupyter compatibility | Languages | Data visualization | Collaborative editing | Pricing | License |
|---|
Observable | Fully managed | None | JS | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
|---|---|---|---|---|---|---|---|
Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
Deepnote Compare with Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Jupyter Compare with Observable, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Google Colab Compare with Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
Hex Compare with Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Databricks Notebooks Compare with Observable, 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 Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
JupyterLab Compare with Observable, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
CoCalc Compare with Observable, Amazon Sagemaker | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Open source |
Hyperquery Compare with Observable, Amazon Sagemaker | Fully managed | None | Python, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Jetbrains Datalore Compare with Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Kaggle Compare with Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free | Proprietary |
Nextjournal Compare with Observable, Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
Noteable Compare with Observable, 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 Observable, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Query.me Compare with Observable, Amazon Sagemaker | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
VS Code Compare with Observable, Amazon Sagemaker | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Mode Notebooks Compare with Observable, Amazon Sagemaker | Fully managed | None | SQL, R, Python | Visualization UI builder | File-based or asynchronous collaboration | Unknown | Proprietary |
Querybook Compare with Observable, Amazon Sagemaker | Self-hosted | None | Python | Visualization UI builder | Realtime collaboration | Free | Open source |
Zeppelin Compare with Observable, Amazon Sagemaker | Self-hosted | None | Python, SQL, Spark | Unknown | File-based or asynchronous collaboration | Free | Open source |
Count Compare with Observable, Amazon Sagemaker | Fully managed | None | SQL | Visualization UI builder | Realtime collaboration | Free and paid options | Proprietary |
Husprey Compare with Observable, Amazon Sagemaker | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
Pluto.jl Compare with Observable, Amazon Sagemaker | Self-hosted | None | Julia | Unknown | File-based or asynchronous collaboration | Free | Open source |
Polynote Compare with Observable, Amazon Sagemaker | Self-hosted | None | Scala, Python | Unknown | File-based or asynchronous collaboration | Free | Open source |
Zepl Compare with Observable, Amazon Sagemaker | Fully managed | Unknown | Python, R | Unknown | Realtime collaboration | Unknown | Proprietary |