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

Anna Willcox-Silfverberg (born 1992), New Zealand freestyle skier and television reporter Hans Silfverberg (born 1943), Finnish entomologist Ida Silfverberg (1834–1899), Finnish painter Jakob Silfverberg (born 1990), Swedish ice hockey player Jan-Erik Silfverberg (born 1953), Swedish ice hockey player Karl Silfverberg (1899–1978), Swedish Air Force major general