This document provides a summary of the capabilities and key architectural elements of all the Services available in Microsoft Azure. It can be downloaded from here
I would be updating the information in it on a monthly basis; hence it would not reflect the latest on a Service or feature always. If the Document is to be printed, choose an A3 sized paper to be able to read the content