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ChatGPT data analysis vs Vertex AI:
a side-by-side comparison for 2024

Comparing two data science notebooks.

A screenshot of ChatGPT data analysis
ChatGPT data analysis logo

ChatGPT data analysis

Website
ChatGPT is a versatile platform for data analysis, enabling data scientists and analysts to easily generate Python code and extract valuable insights. It excels in tasks such as exploratory data analysis and AI tooling, providing a robust foundation for complex data science projects.
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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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ChatGPT data analysis

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?

No, you must use a managed offering
You can self-host (setup in hours)

Features

Is it Jupyter compatible?

Is it Jupyter compatible?

Not Jupyter-compatible
Jupyter-compatible

Programming languages

Programming languages

Python
SQL
Julia
R
SQL
JS
Julia
R
Python

What kind of data sources can you connect to?

What kind of data sources can you connect to?

Provided file storage
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

Reactivity

Reactivity

No reactivity, you decide the execution order
Reactivity with caveats

Notebook scheduling

Notebook scheduling

No notebook scheduling
Notebook scheduling is built in

Management

Reproducibility

Reproducibility

There is no support for reproducibility
Unknown

Version history

Version history

No version history
No version history

Collaborative editing

Collaborative editing

No support for collaborative editors
Multiple editors at the same time

Comments

Comments

No support for comments
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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