Amazon Sagemaker vs Databricks Notebooks
Comparing two data science notebooks.
Amazon Sagemaker
Databricks Notebooks
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.
Collaborate across engineering, data science, and machine learning teams with support for multiple languages, built-in data visualizations, automatic versioning, and operationalization with jobs.
Setup
Can you self-host?
No, you must use a managed offering
Can you self-host?
You can self-host (setup in hours)
Features
Is it Jupyter compatible?
Jupyter-compatible
Is it Jupyter compatible?
Jupyter-compatible
Programming languages
Jupyter languages (e.g. Python, R)
Programming languages
Jupyter languages (e.g. Python, R)
What kind of data sources can you connect to?
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
AWS
What kind of data sources can you connect to?
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
Connect to data warehouses (Databricks)
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
UI for building charts
Reactivity
No reactivity, you decide the execution order
Reactivity
No reactivity, you decide the execution order
Management
Reproducibility
There is no support for reproducibility
Reproducibility
Environments are reproducible by default
Comments
File-based (use GitHub)
Comments
Comment on items within a notebook
Notebook organization
View notebooks in a list
Notebook organization
View notebooks in a list
Licensing
License
Proprietary
License
Proprietary
Price
Free tier
Pay for compute
Price
Free tier
Pay for compute
Alternatives to Amazon Sagemaker and Databricks Notebooks
Compare Amazon Sagemaker and Databricks Notebooks with other data science notebook tools.
| Tool | Setup | Jupyter compatibility | Programming languages | Data visualization | Collaborative editing | Pricing | License |
|---|---|---|---|---|---|---|---|
| Amazon Sagemaker | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
| Databricks Notebooks | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| Jupyter Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
| Google Colab Compare with | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
| Deepnote Compare with | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| Hex Compare with | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| DataCamp Workspace Compare with | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| JupyterLab Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
| CoCalc Compare with | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Open source |
| Hyperquery Compare with | Fully managed | None | Python, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| Jetbrains Datalore Compare with | Fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| Kaggle Compare with | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free | Proprietary |
| Nextjournal Compare with | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
| Noteable Compare with | Self-hosted or fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
| nteract Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
| Observable Compare with | Fully managed | None | JS | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
| Query.me Compare with | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
| VS Code Compare with | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
| Mode Notebooks Compare with | Fully managed | None | SQL, R, Python | Visualization UI builder | File-based or asynchronous collaboration | Unknown | Proprietary |
| Querybook Compare with | Self-hosted | None | Python | Visualization UI builder | Realtime collaboration | Free | Open source |
| Zeppelin Compare with | Self-hosted | None | Python, SQL, Spark | Unknown | File-based or asynchronous collaboration | Free | Open source |
| Count Compare with | Fully managed | None | SQL | Visualization UI builder | Realtime collaboration | Free and paid options | Proprietary |
| Husprey Compare with | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
| Pluto.jl Compare with | Self-hosted | None | Julia | Unknown | File-based or asynchronous collaboration | Free | Open source |
| Polynote Compare with | Self-hosted | None | Scala, Python | Unknown | File-based or asynchronous collaboration | Free | Open source |
| Zepl Compare with | Fully managed | Unknown | Python, R | Unknown | Realtime collaboration | Unknown | Proprietary |