Couchbase sits in the Data layer of the stack.

PostgreSQL as the reliable truth store. MongoDB for document-oriented workloads. Redis for caching and sessions. ElasticSearch behind NLP-backed search at Publicis Sapient. Couchbase on the Marriott engagement, Supabase on side projects.