Skvirsky received staff officer and military academy positions in the 1930s, and graduated from Frunze Military Academy, where he also taught. Assigned to the Leningrad Military District-based 14th Army as a staff officer in September 1939, he took part in the Soviet Finnish War of 1939-1940 and was made chief of staff for the 14th Army in October 1940.