These little frosted lemon cookies are a combination of shortbread, butter and sugar cookie flavor and texture. The ratio of butter to sugar is what sets butter and shortbread cookies apart. Butter cookies have extra sugar and are baked at higher temperatures, whereas shortbread cookies have a little more fat and generally require cold butter.