From Longman Dictionary of Contemporary Englishgild the lilygild the lilyIMPROVEto spoil something by trying to improve it when it is already good enough → gild
Examples from the Corpus
gild the lily• To dress up humour would be the ultimate in gilding the lily.• Instead of gilding the lily the photographs added atmosphere - a sense of history. 