Tsurskaya began skating in 2005. Coached by Tatiana Odinokova in Omsk until 2013, she joined Eteri Tutberidze and Sergei Dudakov after relocating to Moscow. Fifth in her first appearance at the Russian Junior Championships, in 2014, she finished fourth in 2015.