Disclosed are various embodiments for a trust establishment application. Machine instances executed in the same computing environment generate side channel patterns embodying data identifying themselves as trusted machine instances. The side channel patterns are detected to determine which machine instances are trusted. An operational mode of a machine instance is configured as a function of whether a quorum of trusted machine instances are executed in the computing environment.