May I make a suggestion: Try Amazon Aurora. You'll get 500,000 read operations per second, and 100,000 writes per second. It supports up to 64TB of total capacity, and 244GB RAM on your primary master. You can also have up to 15 read replicas with a similar footprint. You should seriously try it. It's amazing.