The invention utilizes a plurality of robotic process automation (RPA) bots to generate data regarding production issues within applications. The RPA bots may simulate user access to the environment (i.e. user load) to predict possible issues or failures of the application within the particular environment. The RPA bots may further be used to identify the needs of an application when migrating the application from one environment to another. To this end, the bots may perform a dynamic simulation sequence for accessing applications, which may provide a realistic simulation of user load for an application within a certain environment. In this way, bots may be used to monitor and understand the complete runtime sequence and behavior of applications that would enable administrators to select the appropriate stack of modules of the destination infrastructure.