The traditional e-commerce model, built on intent-based search, is facing a significant challenge from the rise of discovery-based commerce. As social media platforms transition into full-scale retail environments, the concept of shopping on tiktok has evolved from a social trend into a sophisticated technical ecosystem. For US-based brands, this shift requires more than just creative video production; it demands a deep understanding of the platform's backend infrastructure,