Ask HN: Companies using MongoDB, suggestions to deploy at scale?

We are using MongoDB for past 1 year, but with time, the aggregation framework is getting slow with 1M+ documents in a collection, even with indexes.

People who are currently using MongoDB in production, what kinds of performance optimizations did you have to make in order to deploy it in scale? Any tips, stories, suggestions are welcome!