Will you be implementing support for a caching layer such as memcached or redis? I suspect that would provide better scalability than having read replicas for the database. From my observations latency is the main issue in speed and so having a remote database such as AWS RDS with a memcache server local to the php app server would give greater scalability than read replicas IMO.