Snow is great at first and around Xmas but...

During summer and autumn it might be rainy and it might be scorching hot or windy... Embrace the clear roads because this is soon around the corner for several months!
My mtb with studded tires is great for winter but these conditions makes it yield. Didn't seem to be easy for fatbikes either, electric or not.
But I do NOT walk or take the bus. Bike or bust!