The number the client
took to their boss.

Quick-commerce apps re-price through the day and by pincode — a single daily snapshot misses the intraday moves that decide who wins the basket. The client needed to see prices as shoppers actually saw them, not as a once-a-day average.

Customer sentiment was fragmented across marketplaces, beauty specialists and quick-commerce apps — with no single view of what shoppers were actually saying about products across the channels that mattered.

The client needed continuous visibility on a defined competitive set on Wayfair — prices, specs and availability at SKU level — rather than a broad category sweep that would bury the products they actually cared about.

The client's product needed live property data from multiple US listing portals — but each portal structures listings differently, and a product can't consume three incompatible schemas.

Monitoring a fragmented media landscape by hand doesn't scale — and 24 different sites means 24 different layouts, each of which breaks on its own schedule.

A Germany-based client needed visibility into how specific confectionery brand stores were operating on Taobao — a platform structured very differently from Western marketplaces, and inaccessible to conventional tooling.