In one embodiment, a method is performed by a computer system. The method includes determining base values of multilayer configuration settings of a message queue environment, where the multilayer configuration settings are distributed across a plurality of layers of the message queue environment. The method also includes executing a stress test on the message queue environment using the determined base values of the multilayer configuration settings. The method also includes systematically adjusting the multilayer configuration settings and repeating the stress test at least until the message queue environment satisfies a performance requirement. The method also includes storing a set of values of the multilayer configuration settings for which the message queue environment has satisfied the performance requirement. The method also includes using the stored set of values for a subsequent execution of the message queue environment.