Weilerstein is a surname. Notable people with the surname include:

Alisa Weilerstein (born 1982), American classical cellist Joshua Weilerstein (born 1987), American conductor and violinist Donald Weilerstein (born 1940), American violinist and pedagogue Sadie Rose Weilerstein (1894–1993), American children's writer