In house systems for IT companies

Reading this article by Joel on Software about developing a shipping system for his company's products, reminded me of my own experiences when developing small in-house systems. It's easy when the customer understands the technical and business requirements of a system, the scope is well-defined, and you can get immediate feedback. Too bad all systems can't be like that...