The shift in how audiences interact with digital content has forced a reevaluation of traditional revenue models. In earlier iterations of the web, creators and digital publishers relied primarily on programmatic display advertising and standard brand sponsorships. However, direct transactional integration is now the primary driver of commercial growth. Establishing a robust approach to social media monetization requires a deep understanding of consumer psychology, algorithmi