Grate the zest from 1 orange and set aside. Peel both of the oranges. Working over bowl to catch the juices, cut between the membranes to release the segments. Set the orange segments and juices aside.
Mix the cranberries, orange zest, red wine, brown sugar, ginger, cinnamon, cloves and nutmeg in a medium, heavy-bottomed saucepan over medium heat. Strain the orange juice into the saucepan. Bring to a boil over medium heat, stirring often. Reduce the heat to medium-low and simmer uncovered, stirring often, until the berries are completely popped and the juices thicken, about 20 - 25 minutes. Remove from the heat and stir in the orange segments. Cool to room temperature. (The cranberry sauce can be prepared up to 1 week ahead, cooled, covered and refrigerated.).