Olivencia is a Spanish surname. Notable people with the surname include:
Francisco Olivencia (1934–2019), Spanish lawyer and politician Jamin Olivencia (born 1985), American professional wrestler Janice Olivencia (born 1982), Puerto Rican golfer Manuel Olivencia (1929–2018), Spanish lawyer Tommy Olivencia (1938–2006), Puerto Rican musician