The transition of digital media buying from social graph targeting to algorithmic, content-graph distribution represents a fundamental shift in user acquisition. Historically, advertisers relied on precise audience definitions—targeting users based on declared interests, demographic data, and page affiliations. The current digital ecosystem, however, prioritizes creative-as-targeting. The recommendation engine analyzes video engagement metrics on a granular level, determining