Hex
Kaggle
Setup
Is it managed?
Is it managed?
Fully managed (setup in minutes)
Fully managed (setup in minutes)
Can you self-host?
Can you self-host?
No, you must use a managed offering
No, you must use a managed offering
Features
Is it Jupyter compatible?
Is it Jupyter compatible?
Programming languages
Programming languages
Jupyter languages (e.g. Python, R)
Jupyter languages (e.g. Python, R)
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 (Google BigQuery, ClickHouse, etc.)
Connect to databases (MariaDB, SQL Server, etc.)
Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
What kind of data visualization can you do?
What kind of data visualization can you do?
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
Reactivity
Reactivity
Full, realtime reactivity
No reactivity, you decide the execution order
Notebook scheduling
Notebook scheduling
Notebook scheduling is built in
Limited scheduling capabilities
Management
Reproducibility
Reproducibility
Environments are reproducible by default
Execution is reproducible by default
Run notebooks in containers
Environments are reproducible by default
Version history
Version history
Version history is built in
Version history is built in
Collaborative editing
Collaborative editing
Multiple editors at the same time
No support for collaborative editors
Comments
Comments
Comment on items within a notebook
Comment on a notebook as a whole
Notebook organization
Notebook organization
Licensing
License
License
Price
Price