One of the best times to go up is a weekend or two after the season is officially over, but before the snow falls. Much fewer people there = faster trip. So no, there's not always snow on top (that's what makes it impossible to climb up in the winter). Very, very old people climb it each years, so it's not that difficult of a task, although it might be tricky if you're a smoker (thin air).