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Databricks Notebooks vs Vertex AI:
a side-by-side comparison for 2024

Comparing two data science notebooks.

A screenshot of Databricks Notebooks
Databricks Notebooks logo

Databricks Notebooks

Website
Collaborate across engineering, data science, and machine learning teams with support for multiple languages, built-in data visualizations, automatic versioning, and operationalization with jobs.

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A screenshot of Vertex AI
Vertex AI logo

Vertex AI

Website
Vertex AI is Google Cloud's comprehensive machine learning platform that enables businesses to build, deploy, and scale AI models effortlessly.
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Databricks Notebooks

Vertex AI

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?

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
Jupyter-compatible

Programming languages

Programming languages

Jupyter languages (e.g. Python, R)
SQL
JS
Julia
R
Python

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)
Provided file storage

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
UI for building charts

Reactivity

Reactivity

No reactivity, you decide the execution order
Reactivity with caveats

Notebook scheduling

Notebook scheduling

Notebook scheduling is built in
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

Environments are reproducible by default
Unknown

Version history

Version history

Version history is built in
No version history

Collaborative editing

Collaborative editing

Multiple editors at the same time
Multiple editors at the same time

Comments

Comments

Comment on items within a notebook
No support for comments

Notebook organization

Notebook organization

View notebooks in a list
View notebooks in a list

Licensing

License

License

Proprietary
Proprietary

Price

Price

Free tier
Pay for compute
Free tier
Pay for compute

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