Vanilla powder is pure, unadulterated vanilla bean, and lends so much flavor to anything you're baking. ... It's vanilla sugar, and it can be subbed in for sugar in recipes (or mixed into your morning coffee). The real prize, though, is pure ground dried vanilla beans.