Besides being AWS only, Aurora is very expensive when you factor the IO costs for a large deployment.

That's not to say that I'm not a fan of it, but it's for a smaller sized deployment than GitHub. You can see this for yourself on the customer list here:

https://aws.amazon.com/rds/aurora/customers/