I test in prod
After reading a few smug comments, I've concluded that some of the folks in this thread have never worked on an application where the production scale is many, many orders of magnitude greater than preproduction environments.  There's no substitution for "testing in prod."  If you're not "testing in prod" with your really-big application, you're not testing enough.