Kafka sits in the Backend & APIs layer of the stack.

Spring Boot microservices in production at Capital One — 15+ services behind a gateway router, with Kafka pipelines between them. GraphQL as a data-layer abstraction: a REST-to-GraphQL migration at Publicis Sapient cut over-fetching by roughly 60%. APIs as contracts between systems — the interface is the architecture.