Vespa is a big data serving engine with built-in vector search (ANN/HNSW), real-time ML serving, hybrid ranking (vector+lexical). Suited for search engines/apps like recommendations; vs Elasticsearch more ML-focused. Features: tensor compute, autoscaling.