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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?
Programming languages
Programming languages
What kind of data sources can you connect to?
What kind of data sources can you connect to?
Connect to data warehouses (AWS, GCP, etc.)
Connect to databases (Postgres, MongoDB, etc.)
What kind of data visualization can you do?
What kind of data visualization can you do?
Reactivity
Reactivity
Notebook scheduling
Notebook scheduling
Notebook scheduling is built in
Management
Reproducibility
Reproducibility
Version history
Version history
Version history is built in
Collaborative editing
Collaborative editing
Multiple editors at the same time
Multiple editors at the same time
Comments
Comments
Comment on items within a notebook
Notebook organization
Notebook organization
Licensing
License
License
Price
Price