Nastasya Generalova (born January 19, 2000, in Beverly Hills, California) is an American former individual rhythmic gymnast.

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

[14] In the 2017 season, Generalova competed at the Kiev Grand Prix, where she finished 6th in the all-around and qualified to three apparatus finals.

[17] In the 2018 season, on March 15–18, Generalova competed at the 2018 Grand Prix Kiev, finishing 5th in the all-around.

On April 20–22, at the 2018 Tashkent World Cup, Generalova finished 15th in the all-around and did not qualify for any apparatus finals.

[20] In February 2019, Generalova started her season by competing at the Rhythmic Challenge in Indianapolis, finishing second with ball, third all-around and with clubs and ribbon, and fourth with hoop.

[23] On May 4–5, Generalova competed at the Guadalajara World Challenge Cup, finishing eleventh all-around and qualifying to the ribbon final.

In the finals, she won the clubs bronze and was fourth with hoop, fifth with ball, and sixth with ribbon.