Having previously been called up for the under-15 and under-18 teams of the Netherlands, Milovanović made his debut for the Serbia under-19 team under manager Dejan Branković on June 7th, 2021 in a friendly fixture against Romania under-19 which resulted in a 1–0 victory at home.
