I've ridden a lot in the snow. Mostly commuting on the local rail trail. Powder is fun, but it doesn't last around here where walkers, horses and crosscountry skiers pack it down and it turns to ice within a day or two. I used studded tires and it was about as secure as riding on the dry trail. That doesn't resolve the ice ruts and divots created by the other traffic. It can be like riding on rubble.
My last set of studded tires I bought in 2014 and cost $92 each. 2019/20 was their last year and since I no longer make that commute I doubt I'll replace them. Maybe... I hope to ride the powder for fun, just not the ice-pack. BTW I also use my old 2014 beater ebike for the rough stuff
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First day of spring
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The crud from one slushy ride
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The bike is actually black.
I look forward to reading about all the winter adventures