Systems, methods, and computer program products for extracting data from images related to travel accommodation, and performing a search of travel accommodation based on criteria entered by a user. The system collects images related to travel accommodation by querying data sources including images associated with the travel accommodation, processes the images so as to extract an identifying characteristic of the travel accommodation, and represents the identifying characteristic in the form of searchable text keywords and stores the searchable text keywords in the database. The system may receive a user request including travel accommodation-specific criteria via a user interface, search the database for searchable text keywords matching the criteria in the request, and cause the display of travel accommodations represented by the searchable text keywords on the user interface.