Scaling beyond one: How Airbnb evolved its data architecture for a multi-product world

Airbnb evolved its offline data warehouse to support Homes, relaunched Experiences, and new Services by creating a consistent yet flexible modeling framework. Teams choose fully separate or fully monolithic models per domain, guided by rules on avoiding hybrids, standardizing identifiers, and organizing namespaces, while translating raw data and migrating legacy assets.