Challenge: Leadership had dashboards full of history but no forward view of revenue or churn.

What we built: A feature pipeline over the event stream feeding forecasting and churn models, surfaced in an executive dashboard with confidence bands and drill-downs. Nightly retraining keeps predictions fresh.

Impact: Teams began planning against forecasts instead of hindsight, catching at-risk accounts weeks earlier.

Stack: Python, scikit-learn, Airflow-style schedules, Laravel API, SVG data-viz.