I used to live in Chelyabinsk. October is definitely the time for accumulations, after that it doesn't snow in the same way. Instead of thick wuffy flakes it becomes more like a constant ice drizzle. Oh its snow alright at -30c, but nothing that really accumulated, seems the keep the status quo v sublimation.