Of the British experience with airships, R101 outright failed due to bad weather, and three more were scrapped after suffering accidents during bad weather, out of a total of 16 completed.
I don't feel like totting up the record of the Zeppelins, but the Wikipedia page does indicate that several of them failed due to weather incidents. One of the big lessons from the most notable airship failures is that airships don't really work in poor weather, and safety in such conditions means "don't even attempt to fly," which is a pretty different rule than the one for airplanes or other modes of transportation.