The modern digital retail market is experiencing a significant shift in customer acquisition mechanics. Direct-to-consumer brands that previously relied on traditional programmatic advertising on legacy social networks are facing diminishing returns due to rising CPMs and privacy-related tracking restrictions. In response to these changes, native social commerce has emerged as a reliable channel for customer acquisition, with TikTok leading this space. Implementing a systemat