Shopify's Dynamic Pricing Explodes into a Complex Cost Management Crisis

The first time I watched a dynamic-pricing job touch a live catalog, the algorithm was the part I trusted. The part that scared me was that nothing stood between its output and three thousand real product prices. A stale feed, an off-by-one in a margin floor, and the system would happily write all o