I've rode that day 110 km from my hometown, to a mountain resort (55 km from my hometown to the resort and 55 km return) Wanted to test the effectiveness of the snow tires. On the snow they did great, but on the icy sectors started to slip. We had an unusually mild winter, just a few centimeters of snow only in December. The rest of the winter was like late autumn-early spring like weather. I say properly insulated clothing is the key.