Professional social network (>1 billion members). Operates large-scale recommendation and search systems; its engineering blog details production Multi-Stage Ranking architectures.
Search & Recommendations Engineering
- People You May Know (PYMK) — multi-stage funnel (L0 candidate generation → L1 light ranker → L2 rich ranker → fairness/diversity re-ranker) scoring >1B candidates per member.