In a large mixing bowl, combine all the ingredients until well mixed.
Cover the bowl and refrigerate for at least 2 hours or overnight.
When ready to serve, enjoy the overnight oats as is for a thick consistency, or add ¼ cup of oat milk for a thinner texture. Top with whipped cream and extra peaches if desired.