Fauveau is a French surname. Notable people with the surname include:
Félicie de Fauveau (1801–1886), French sculptor François-Auguste Fauveau de Frénilly (1768–1848), French diplomat, writer, poet and civic leader Johann Fauveau (born 1984), French Muay Thai kickboxer Philippe Fauveau (1926–2023), French rower