Northwind Analytics Rebuild

Northwind's legacy dashboard buckled under its own success — reports took minutes to load and churned on wide date ranges.

We rebuilt the data layer around incremental aggregation and shipped a component system the team now extends on its own. Median report load dropped from 42s to under 4s.