Preheat the oven to 350°F.
Place Brown Rice flour in a medium mixing bowl.
Add wet ingredients, except the water, and blend well using a hand mixer, a spoon, or your hands.
Add water, a little at a time, until the dough is rollable.
Roll out the dough between sheets of parchment paper on a flat surface until about ½ inch thick.
Using your favorite cookie cutter, cut out as many shapes as possible. Re-roll and form as necessary until all the dough is used up.
Place the cutouts on a baking sheet lined with parchment paper.
Bake for 12 to 16 minutes.
Transfer the baked treats to a wire rack and cool them completely.