Biryukova took an individual bronze medal and a team silver medal in the 2011 Summer Universiade, and another team silver in the 2013 edition. The same year, she won a team bronze medal at the World Championships in Budapest. In the 2013–14 season she won her first major individual title with a bronze medal at the European Championships in Strasbourg. She went on to win a second world team silver medal in the World Championships at home in Moscow.