And when you do and have lots of embedded entities it becomes very fast and with its fluid schema a lot easier to manage and maintain. For my use case I do a single query to fetch my self contained User object which would need 30+ queries if I was using a relational database. It's an order of magnitude faster.
So really NoSQL databases aren't a replacement for relational databases just another alternative.