Preheat oven to 350 degrees F. Line muffin tin with paper liners or spray with non-stick cooking spray. Place 1 whole Oreo in the bottom of each muffin liner.
In the bowl of a stand mixer, fitted with the paddle attachment, or with a hand mixer in a large bowl, beat together the cake and pudding mixes, sour cream, oil, eggs, vanilla and water mixture. Beat for about two minutes on medium speed until well combined.
Using a large cookie scoop, fill each muffin cup 2/3 of the way full.
Bake in preheated oven for 16-20 minutes or until the tops of the cakes spring back when lightly touched. Allow cupcakes to cool inside muffin tins for about 10 minutes.
Remove cupcakes from muffin tins and allow to fully cool on a wire rack. Once cupcakes are cool, prepare your frosting.