Airbnb Technology Team

Sep 22, 2026 · Backend Development

How Airbnb Rewired Search Ranking for Maps: Three Attention Models That Boosted Bookings

Airbnb engineers detail how they adapted search ranking for map interfaces by modeling user attention through three iterations — uniform distribution, tiered markers, and decaying attention from map center — validated via A/B tests that increased bookings by 0.27% and reduced map interactions by 1.5%.