Snow on the antenna is bad for reception/transmission. I've had my satellite TV (back before I got cable here) get knocked out by bad snow.

Sufficiently heavy snow or rain may have a noticeable impact on radio range. Some frequencies (particularly microwave, which includes cellphones) are more readily absorbed by moisture.

Could you be more specific about your usage scenario?