Yes, during the pre-winter, the storms can bring snow even at the lower regions of the Annapurna region. During the winter especially in the mid-winter, snow covers most of the trails in this area. This route and the base camp is filled with so much snow and a glacier during the winter and pre-winter season in Nepal.