It's not really rocket science you know, to install elasticsearch/redis/cassandra/0MQ/puppet etc and scale it to hundreds of servers. You do not need to build your infrastructure from ground up, just go with dedicated servers or with colocation if you want your own hardware and you will save tons of money comparing to AWS.