The beginning of May is marked by the festival of Beltane or May Day, which celebrates the great marriage between the Earth and her lover to allow this life to flourish.
A lot of plants come into flower this month, hence the moon's other common name. This is explained by another county saying:
April showers bring forth May flowers.