I only agree with this for a request/response application.

I disagree for fully automated applications, for example message-driven ones. Logging key steps is important for situations where you need that post-mortem information after a problem already happened, because you often cannot reproduce the exact environment in which the problem was encountered. Numbers and timing information can be very useful in these systems, as well as information about what path the system will take (tracing) when there are many.