The goal of visual testing is clear: high-signal coverage that detects real regressions without the overhead of false positives. However, modern web applications—filled with dynamic content, rotating banners, and personalized user fragments—often create a “noisy neighbor” effect. When 90% of a page is constantly changing by design, full-page visual assertions can feel overly broad.