I've learned heaps from reading the papers that these companies publish. Google, Facebook, and Amazon all publish well written, readable, papers. If you're looking for somewhere to start, then the Dynamo paper is a classic: http://www.allthingsdistributed.com/files/amazon-dynamo-sosp...