This easy birthday cake cookie recipe uses a yellow cake mix, a quick homemade vanilla frosting, and plenty of colorful sprinkles for a soft, chewy cookie with birthday flavor in every bite. Whether you're making Funfetti birthday cake cookies or looking for simple birthday baking ideas, this one is both easy and fun to make.