Was thinking the same. I’d find a decent cover for the whole setup, something like a grill cover that’s weather resistant and won’t be blown off. I would think it would also help prevent some of the morning and evening condensation that can happen, too, which might be a bigger issue than rain.
Something like this is what I mean:
