Ferino commanded the southernmost wing of Army of the Danube in 1799, and participated in the battles of Ostrach and Stockach. Napoleon awarded him the Grand Cross of the Legion of Honor in 1804; in 1805, Ferino became a Senator, and in 1808, raised him to "Count of the Empire". His name is engraved in the Arc de Triomphe.