Mongo, in one word: sucks.
Couchbase, does not.
We had some aches and pains with anti-entropy ops back in the day (7TB + on too small a ring) but it's my favorite storage system :)
I'm not sure that I'd choose Mongo over alternatives these days, if I'm on AWS and can use RDS, I'd go PostgreSQL mostly, but RethinkDB, ElasticSearch, C*, and others also have their places.