Add apples, sugar, and butter to a non-stick pan. Cook over low-medium heat, then stir in the cinnamon and vanilla. Allow it to reduce into a syrup consistency until the apples are tender but still somewhat firm.
Heat the oil in a pan over medium heat. Brown the sausage slices on both sides.