"In this regard I think key-value stores are preferred over document stores such as MongoDB and CouchDB. A key value store makes it clear where the semantics of the data belong."

True, but I've used CouchDB successfully in applications too ... that's a mental "note to self" you need to keep. If the value in a key-value store is completely opaque, you can't do views (my favorite part of CouchDB).