Gochev (masculine, ) or Gocheva (feminine, ) is a Bulgarian surname. Notable people with the surname include:
Miroslav Gochev (born 1973), Bulgarian sport wrestler Rumiana Gocheva (born 1957), Bulgarian chess player Rusi Gochev (born 1958), Bulgarian footballer
See also Karolina Gočeva (born 1980), Macedonian singer