According to Five Thirty Eight,

Three factors are required for a storm to be classified as a blizzard at a particular place, besides falling or blowing snow:

1. Sustained winds or frequent wind gusts of 35 mph or greater

2. Visibility under a quarter-mile

3. These conditions must persist for three hours.

This definition is the same whether you’ve got 1 inch or 40 on the ground.