The document discusses Flickr's transition from a master-slave database topology that was experiencing problems keeping up with demand and serving search traffic quickly, to a new federated database solution. The new solution aimed to address the single points of failure, reduce slave lag, and allow the system to scale write operations across multiple masters by storing smaller pieces of data in memory to enable faster page loads with many queries.