Last Updated: November 21, 2025
Tools
| Tool | Use |
|---|---|
Papermill
|
Parametrize + execute |
nbconvert
|
Export HTML |
cron
|
Schedule runs |
Commands
papermill source.ipynb out.ipynb -p date today
Run with params
jupyter nbconvert --to html out.ipynb
Publish
python script.py
Integrate results
Workflow
Validate outputs, version dependencies, and log runs.
💡 Pro Tip:
Parameterize notebooks, validate outputs, and store artifacts.