Hi!
I'm not sure about other e-bike brands, but in my experience my Gazelle electric bike (and other Bosch-equipped bikes as far as i'm concerned) is weatherproof! And by that I mean that the battery and motor are protected from the elements so I can ride in the rain, snow etc.
So to answer...