She studied at Omsk schools number 61 and 125, where she began training with Elena Arais and her mother.

[citation needed] Biryukova was briefly included as part of Russia's group, but was later relegated to the reserve team.

In 2016 Biryukova returned as a member of the Russian national group, replacing Ksenia Poliakova.

She competed with the Russian group at the 2016 World Cup series in Kazan and Baku.

[citation needed] On August 19–21, Biryukova was a member of the gold-winning Russian group (with Anastasia Maksimova, Maria Tolkacheva, Anastasia Bliznyuk, Anastasiia Tatareva) that won gold at the 2016 Summer Olympics held in Rio de Janeiro, Brazil.