Helping IT Save Money ... and Jobs?

An anonymous reader asks: "I work in a small, overworked and understaffed IT department at a profitable business. We recently got the news that we needed to cut costs. While every penny counts, simply turning off the computers at night and saving pennies on processor cycles isn't exactly a noticeable savings. I'm curious what measures other Slashdot readers have taken to save money within their IT departments."