I've found that once you make the jump to a real partitioned datastore (like DynamoDB) you can actually go back and undo a lot of the queues and caches that were used as band-aids to reduce pressure on the DB. If you have something that has consistent performance at any scale and true elasticity, you just don't need all that other stuff, and the whole system gets far easier to understand and operate.