A phrase made popular by the movie "A Christmas Story". The main character, Ralphie, yelled it, followed by his narrating adult voice adding, "only I didn't say fudge."
oh fudge nipples is a term to use on ur minecraft server when a tricky 15 year old greifs your world, and also just a way of not saying fuck or saying that you care.