At this scale, you basically have to have centralized logging. When you have thousands of parallel instances of a single application, searching logs box-by-box just isn't practical.

Consider also that if you're elastically scaling EC2 instances and you need logs off an instance that's since been terminated, too late! That disk is gone. So again, you need a central log service.