Russia is throwing most of its deployable conventional firepower on Ukraine and whatever robots, KABs, missiles and drones it can manufacture. It is their manufacturing capability which is limited.

Have you seen the Oryx list of destroyed equipment? The defunct Soviet Union produced a shitton of armored vehicles, Russia inherited most of them and they all got burnt in Ukraine.