Nastasya Generalova (born January 19, 2000, in Beverly Hills, California) is an American former individual rhythmic gymnast. After finishing her gymnastics career, she became a model.

Generalova's mother, Olga Generalova, immigrated to the United States from Russia, and her father is African-American. Generalova was raised by her mother. She began training in gymnastics in 2004. Generalova attended Palisades Charter High School and graduated in 2018. She committed to Columbia University, where she earned a bachelor's and a master's degree.

She appeared in Taylor Swift's music video "Shake It Off", performing as one of the rhythmic gymnasts.