Disclosed are various embodiments for an inventory application. Machine instances execute a monitoring service to determine the process names of applications executed in the machine instance. An inventory application identifies the applications executed on the machine instances as a function of data obtained from the monitoring services. Analytics reports can be generated from data embodying the identified applications.