Nowadays, complex technical systems are frequently developed by composing discipline-specific tools into an automated high-level workflow. Constructing, executing, and maintaining this workflow together with the infrastructure supporting it involves several distinct roles. We argue that awareness of these roles and providing explicit software support for them accelerates these processes and enables fast iteration on the design of the workflow itself.