Caillat is a French surname. Notable people with the surname include:

Colbie Caillat (born 1985), American singer-songwriter Colette Caillat (1921–2007), French professor Dominique Caillat (born 1956), Swiss playwright Ken Caillat (born 1946), American record producer Stéphane Caillat (1928–2020), French composer