Paid Social Advertising

Paid Social Advertising covers buying and learning from attention on LinkedIn, Meta, Reddit, and similar networks: audience construction, creative concepts, campaign architecture, and retargeting, distinguishing platform-reported results from incremental pipeline through holdouts and brand-lift proxies. Paid audience and creative delivery on social platforms belongs here; keyword auctions against active search queries get dedicated treatment in Paid Search.