E-commerce SEO rarely fails overnight—it erodes as complexity grows. What works for small catalogs breaks at scale, not because SEO stops working, but because manual, page-level approaches can’t keep pace. Sustainable search performance requires shifting from one-off optimizations to system-level SEO designed to adapt, iterate, and scale with growing product catalogs.