In which season buy new winter tires

Hello The winter tires on my wife’s polo are now driving for their last season (5 years old). So it’s time for new ones next winter. Question: When is it best to buy the new ones? Shortly after the end of the winter season, in the middle of summer, early autumn or “in the hot phase” when everyone notes “Hoppla, I need winter tires”?