A Siraitia grosvenorii extract preparation method is provided herein that removes an agrochemical selectively and efficiently from a Siraitia grosvenorii extract containing the agrochemical. The method further comprises collecting with high yield a Siraitia grosvenorii glycoside, a substance useful as a sweetener component.