Short-term rentals like Airbnb have been shown to reduce housing availability and increase rents in cities. Barcelona has a Ill-known housing affordability crisis, making this particularly relevant. This report questions: How are Airbnb listings distributed across Barcelona, Spain? Are certain neighborhoods more expensive? Are full homes being rented more than private rooms, potentially removing housing from the long-term market?