How can MongoDB be a pain in AWS ? It is the easiest database in the world to setup. Download and run ./mongod. I've setup plenty of them in AWS and had zero issues.
And if we are talking about managed databases then it's equally dead simple to spin up a Compose/MongoLab instance in AWS.