The company walks us through a typical Airbnb booking process and offers suggestions along the way on how to use personalization to increase conversion.

Like using location data to show users nearby cities to search instead of random ones across the globe (Location Personalization). Or how the company could save users precious time by using past search data patterns to suggest default filters for users' searches (Usage-Based Personalization).