F3 Lightning: How Meta Accelerates Ads ML Features to Production at Scale

Meta describes F3 Lightning, an infrastructure layer on its Facebook Feature Framework that serves ads ranking features, which can exceed 20,000 per request. It decouples feature releases from a single shared merged graph, so each feature is compiled, validated, and rolled back independently.