How One Developer Solved Competitor Pricing Visibility in 72 Hours

Missing competitor pricing changes can cost deals. This developer solved the signal-vs-noise problem that makes pricing monitoring truly useful by building a classification engine that distinguishes real pricing changes from cosmetic updates. The result is a practical, accessible tool that demonstrates how smart change detection transforms raw web scraping into actionable business intelligence.