He was the grandson of Major General Bonaventura von Rauch (1740-1814) and nephew of the General of the Infantry Gustav von Rauch, Prussian Minister of War from 1837 to 1841 and honorary citizen of Berlin.
He started his career in 1842 and served as an adjutant general to the German Emperors from 1884 to 1894.