Vestris was born in Paris, the son of Gaetano Vestris and his mistress, the dancer Marie Allard. He was taught by his father, and made his debut in 1772 in the divertissement "La Cinquantaine". He scored his first great success the following year as Amor in his father's ballet "Endymion".