Methods, apparatus, and computer program products for handling or managing delayed answers to shopping requests directed to travel content provider platforms. A query processing server of a travel reservation system receives a multi-provider shopping request from an inquiring entity, such as a travel agency, and directs it to a content provider platform, such a platform of a rental car agency. If the content provider platform responds within a given time limit, the query processing server forwards the response to the inquiring entity and updates cache data based upon the response. If the content provider platform does not respond within the given time limit, the query processing server forwards a cache-based response to the inquiring entity. If the content provider platform responds after the given time limit has exceeded, the query processing server updates the cached data to reflect to the belated response from the content provider platform.