Barhoumi is a surname common in north Africa. Notable people with the surname include:
Issam Barhoumi (born 1978), Tunisian martial artist Jasmina Barhoumi (born 2002), German-born Tunisian footballer Sufyian Barhoumi (born 1973), Algerian Guantanamo detainee Tasnime Barhoumi (born 2007), French-born Tunisian footballer goalkeeper