What to do when process diagrams become too big?

I use process flow diagrams and find that the value they provide – the ability to scan, parse, and understand a system – starts to diminish when they become too big and unwieldy.

Can anyone suggest ways of using this diagramming style (or even entirely alternative methods) to visually represent complex systems in a way that is more likely to retain value when they systems get large?