I wait until it thaws. Hopefully it will be a short 4-5 months.
In the winter, I usually only pick up manure in the shelter. That does freeze solid as well (we have already been dealing with COLD – the high temp today was 0F) but there are shavings in the shelter so they don’t freeze to the ground. I couldn’t be bothered trying to chip away at every pile in the paddock.