Easy to look the numbers up.. from en.wikipedia.org/wiki/O… :

"The Germans deployed one independent regiment, one separate motorised training brigade and 153 divisions for Barbarossa, which included 104 infantry, 19 panzer and 15 motorised infantry divisions in three army groups [..] These were equipped with 6,867 armoured vehicles, of which 3,350–3,795 were tanks, 2,770–4,389 aircraft (that amounted to 65 percent of the Luftwaffe), 7,200–23,435 artillery pieces, 17,081 mortars, about 600,000 motor vehicles and 625,000–700,000 horses.[131][132][4][7][5] Finland slated 14 divisions for the invasion, and Romania offered 13 divisions and eight brigades over the course of Barbarossa.[3] The entire Axis forces, 3.8 million personnel,[2] deployed across a front extending from the Arctic Ocean southward to the Black Sea"

So about 9 times the number of tanks you understood from the lowbrow documentary you linked