Systems and methods for a software development architecture enabling users to locally test and develop software, can include using a multitude of remote devices of choice. The user can choose the remote devices, including the hardware and software on the remote device. The operator of the architecture can provide error analysis, without substantively inspecting the user's software calls and sensitive data. In some embodiments, traffic routing data is used to detect the source and type of a test session error, without inspecting the payload in the traffic.