Batyrgaziev was a champion kickboxer as a teenager before he took up boxing in earnest in 2016. As an amateur, Batyrgaziev represented Russia at the 2019 World Championships. After making his professional debut in 2020, Batyrgaziev secured a place at the 2020 Summer Olympics in 2021 by winning a gold medal at the 2020 European Qualification Tournament.