 Soon after the beginning of Operation Barbarossa, Burdeinei became a senior assistant to the Mechanized Forces' chief of operations in the 37th Army.On August 1941 he took over the 3rd Tank Brigade's 3rd Regiment.On January the next year he was posted as the 2nd Tank Brigade chief of staff.