We hiked up to Crater Lake at the end of October. It was a bit over 17 miles round trip with a total of around 2500 feet elevation gain through somewhat gnarly weather conditions. We started the hike in snow hiking up in a light snowstorm. Our crampons got a workout. On the way back, the weather cleared up and it was like hiking in spring.
