Databricks Notebooks
WebsiteCollaborate across engineering, data science, and machine learning teams with support for multiple languages, built-in data visualizations, automatic versioning, and operationalization with jobs.
Databricks Notebooks vs Zeppelin:
a side-by-side comparison for 2024
Comparing two data science notebooks.
Zeppelin
WebsiteWeb-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
Databricks Notebooks
Zeppelin
Setup
Fully managed (setup in minutes)
No, you must host it yourself
Can you self-host?
Can you self-host?
You can self-host (setup in hours)
You can self-host (setup in hours)
Features
Is it Jupyter compatible?
Is it Jupyter compatible?
Jupyter-compatible
Not Jupyter-compatible
Programming languages
Programming languages
Jupyter languages (e.g. Python, R)
Python
SQL
Spark
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)
Connect to data warehouses (Databricks)
What kind of data visualization can you do?
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
UI for building charts
Unknown
Reactivity
Reactivity
No reactivity, you decide the execution order
No reactivity, you decide the execution order
Notebook scheduling is built in
Notebook scheduling is built in
Management
Reproducibility
Reproducibility
Environments are reproducible by default
With effort, you can make reproducible environments
Version history is built in
File-based (use Git)
Multiple editors at the same time
File-based (use Git)
Multiple editors, one at a time (asynchronous)
Comments
Comments
Comment on items within a notebook
File-based (use GitHub)
Notebook organization
Notebook organization
View notebooks in a list
File-based
Licensing
License
License
Proprietary
Open-source (Apache 2.0)
Price
Price
Free tier
Pay for compute
Free
That’s it, time to try Deepnote
Alternatives to Databricks Notebooks and Zeppelin
Compare Databricks Notebooks and Zeppelin with other data science notebook tools.
| Tool | Setup | Jupyter compatibility | Languages | Data visualization | Collaborative editing | Pricing | License |
|---|
Databricks Notebooks | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
|---|---|---|---|---|---|---|---|
Zeppelin | Self-hosted | None | Python, SQL, Spark | Unknown | File-based or asynchronous collaboration | Free | Open source |
Deepnote Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Amazon Sagemaker Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
Jupyter Compare with Databricks Notebooks, Zeppelin | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Google Colab Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free and paid options | Proprietary |
Hex Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
DataCamp Workspace Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
JupyterLab Compare with Databricks Notebooks, Zeppelin | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
CoCalc Compare with Databricks Notebooks, Zeppelin | Self-hosted or fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Open source |
Hyperquery Compare with Databricks Notebooks, Zeppelin | Fully managed | None | Python, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Jetbrains Datalore Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
Kaggle Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Limited collaboration | Free | Proprietary |
Nextjournal Compare with Databricks Notebooks, Zeppelin | Fully managed | Jupyter-compatible | Jupyter | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
Noteable Compare with Databricks Notebooks, Zeppelin | Self-hosted or fully managed | Jupyter-compatible | Jupyter, SQL | Visualize with code or UI | Realtime collaboration | Free and paid options | Proprietary |
nteract Compare with Databricks Notebooks, Zeppelin | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Observable Compare with Databricks Notebooks, Zeppelin | Fully managed | None | JS | Visualize with code | Realtime collaboration | Free and paid options | Proprietary |
Query.me Compare with Databricks Notebooks, Zeppelin | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
VS Code Compare with Databricks Notebooks, Zeppelin | Self-hosted | Jupyter-compatible | Jupyter | Visualize with code | File-based or asynchronous collaboration | Free | Open source |
Mode Notebooks Compare with Databricks Notebooks, Zeppelin | Fully managed | None | SQL, R, Python | Visualization UI builder | File-based or asynchronous collaboration | Unknown | Proprietary |
Querybook Compare with Databricks Notebooks, Zeppelin | Self-hosted | None | Python | Visualization UI builder | Realtime collaboration | Free | Open source |
Count Compare with Databricks Notebooks, Zeppelin | Fully managed | None | SQL | Visualization UI builder | Realtime collaboration | Free and paid options | Proprietary |
Husprey Compare with Databricks Notebooks, Zeppelin | Fully managed | None | SQL | Visualization UI builder | File-based or asynchronous collaboration | Free and paid options | Proprietary |
Pluto.jl Compare with Databricks Notebooks, Zeppelin | Self-hosted | None | Julia | Unknown | File-based or asynchronous collaboration | Free | Open source |
Polynote Compare with Databricks Notebooks, Zeppelin | Self-hosted | None | Scala, Python | Unknown | File-based or asynchronous collaboration | Free | Open source |
Zepl Compare with Databricks Notebooks, Zeppelin | Fully managed | Unknown | Python, R | Unknown | Realtime collaboration | Unknown | Proprietary |