At first a quartermaster for the Red Army in battles against the White Guard during the Russian Civil War, Shmyryov became a member of the Bolshevik Party in 1920, but returned home the same year after falling ill during the wartime epidemic of typhus, and was appointed to head a local unit tasked with the struggle against "lawlessness" from 1920 to 1923.