Blech, the worst thing I've noticed after moving to document databases even when scale does matter is the loss of the relational data model. A nice ERD that shows relationships between your entities makes everything so simple. You could have one for document database as well but people stare at you strangely. So now it's just a random collection of collections of stuff, and it takes 10x more words to describe your design.