✨ Predict ROI on every advertising dollar before you spend it.
This Snowpark for Python Data App runs your budget allocations through a linear regression model to forecast ROI across channels — search, video, social, and email. Powered by Snowpark and scikit-learn for live, model-driven decisions inside Astrato.

