I work as a sys admin at a Web firm too.
We host on AWS and Rackspace clouds so use a lot of things like load balancing auto scaling and elasticache for availability and resiliency. Ubuntu server 12.04 LTS is used pretty much exclusively.
We tend to use postgres, nginx, memcache, although...