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Airbnb Engineering
Airbnb Engineering
6/9/2026
Scaling beyond one: How Airbnb evolved its data architecture for a multi-product world

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

Short summary

Airbnb redesigned its offline data warehouse to support Homes, Experiences, and Services by establishing three core principles: choosing consistent modeling approaches (fully separate or fully monolithic, never hybrid), standardized identifier naming conventions, and clear namespace organization. This framework balances centralized governance with domain-team autonomy.

  • Three foundational principles: no hybrid models, consistent identifier naming, clear namespace organization
  • Each domain chooses between monolithic or separate models based on business fit, not globally mandated
  • Centralized principles enforce consistency while decentralized guidelines empower teams

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