In this paper, we propose an approach to build system architecture diagrams using DevOps system descriptors to improve the consistency of architecture diagrams. To produce our approach, we survey problems with architecture diagrams in the software industry, developing guidelines for creating architecture diagrams. Next, we produce a taxonomy for system descriptor concepts and a process to convert system descriptors into architecture diagrams.