Do-335 was the fastest propeller driven aircraft of the world war 2. Having a second propeller just behind the tail, Do-335 boasted an unusual design. You can see this beast at the National Air Museum, Washington D.C.
Russia gained supremacy later in the war thanks to its huge tank fleet. Easy production of tanks like the T-34 made it possible to produce at very large quantities.