Which time should I state for the pick-up while booking a ski transfer back to the airport?

Specify the pick-up time with advance, as there might be traffic jams and snow on mountain roads, which could increase the calculated transfer time. Specify the pick-up time 1-2 hours earlier than suggested by the website.