The present method is directed in one embodiment to a non-soluble, substantially white granular salt substitute for dough-based products. In certain embodiments, the dough-based product comprises a filling sealed within a pocket while in other embodiments, the dough-based product is not filled. In certain embodiments, the dough-based product is heated by baking, deep-frying or microwaving. In certain embodiments, the salt substitute of the present invention may be used in place of other large-particulate salts such as kosher salt for use on dough-based products. Certain non-dough-based products such as salted caramel ice cream, confections, as well as products utilizing a reduced-salt blend are also improved using the present invention. In certain embodiments, the salt substitute comprises white tapioca.