@tpheine in my case it was easy because it is powder snow. The temperature hasn't risen above zero for like two weeks here, so it hasn't had a chance to melt and then freeze again. When it happens, it is hard work indeed.

Same here. But due to the higher surface temperatures on the black panels (black bulb temperature is always higher) it is often above Zero on them and the snow melts and freezes.