Whisk the rice flour, sugar, salt, and baking powder together in a bowl. Work in the shortening until the mixture resembles sand. Stir in the water and vanilla extract.
Bake as directed in your recipe, or at 375 degrees F (190 degrees C) for 5 minutes until golden.