Our use case was not simple, but MongoDB made it simple to implement. We used pretty much every feature of MongoDB. Any other database could have been coerced to do what we needed, of course, but with greatly varying degrees of extra complexity or overhead.

Please elaborate on how your use case was not simple, and how your data was not relational in the slightest.