Sodalite and lapis lazuli are not the same and have completely different chemical compositions. However, sodalite can be a less expensive alternative to lapis lazuli, although rare and sometimes difficult to come by. Remember, lapis lazuli is a stone whereas sodalite is a pure mineral.