Personally I were
THESE boots in the winter, and they've done me proud for the past few years now
Others use
OVERSHOES with varying success depending on the quality of the product.
There will probably be 101 other weird and wonderful methods people use, but waterproof boots and/or waterproof overshoes are the two most common off the shelf options IMO.