Systems and techniques for identifying potential problems associated with deploying a software package in a computing system are described. The software package may include multiple components that are installed in various locations in the computing system. Multiple agents that perform mock activities emulating the activities of the multiple components may be deployed in the computing system. Activity data may be gathered when the multiple agents are performing the mock activities and used to identify potential problems.