The invention provides a process of purifying Rubusoside from the Rubus suavissimus S. Lee plant extract. The process is useful for producing high purity Rubusoside with purity greater than 95% (dry basis). High purity rubusoside is useful as in combination with other caloric and non-caloric sweeteners as well as non-caloric sweetener in various food and beverage compositions. The high purity rubusoside is useful as non-caloric sweetener in edible and chewable compositions such as any beverages, confectioneries, bakeries, cookies, chewing gums, and alike.