After building a half dozen one-off sites, each with a simple, single-server config, I found that going sitting down and learning Chef was helpful for jumpstarting the next project. All of the basic needs are the same: nginx, unicorn, postgresql, etc, and I was tired of reading through my jumble of system configuration notes. Yes, I could have baked AMIs and created new AMIs, but not everything was Amazon-based.