Introduction
Real‑time access to search and ecommerce data has become a core capability for modern pricing, SEO, and market‑intelligence teams. Google SERPs, Amazon listings, and Google Shopping results together provide a near‑live view of consumer demand, competitor behavior, and pricing dynamics across markets. In 2025, the technical and legal environment for collecting this data is more complex than in previous years: anti‑bot systems are stronger, pages are more JavaScript‑heavy, and AI‑driven scraping and “agentic” workflows are increasingly common.