Airbnb Guest Booking Funnel: Choosing a Primary Metric and Guardrails

You are the product manager responsible for the experience travelers go through to find and book a place to stay on Airbnb. Define the metrics you would use to judge whether that booking experience is successful, including the one metric you would treat as the primary measure. ```hint A booking is not the finish line Bookings can go up while trips get worse. Think about what makes a booking good for the guest, the host and the company, and which outcomes could make the count rise without that happening. ``` ### Clarifying Questions - Where does the experience start and end: from the first search to payment, or does it include the period after booking up to check-in? - Should the metrics cover stays only, or bookable experiences as well? - Does the scope include both listings that confirm instantly and listings where the host must accept a request? - Is there a current priority, such as converting first-time guests, growing longer stays or reducing cancellations? ### What a Strong Answer Covers - The purpose of the booking experience for guests, and how it connects to hosts and to how Airbnb makes money. - A primary metric with a reason for choosing it over alternatives, and its blind spots. - Funnel metrics from search to confirmed booking, measured per guest across sessions and split by meaningful segments. - Quality and trust metrics after booking, such as cancellations, listing accuracy and repeat booking. - Guardrails that protect hosts and the balance of the marketplace. ### Follow-up Questions - Search-to-booking conversion drops while total nights booked stays flat. How would you investigate? - How would you measure the effect of showing the full price, including fees, in search results? - Which metrics would you use in an experiment on a listing-page redesign, given that guests compete for the same limited listings?