The story
The term refers to someone who has missed a fair (“community gathering to celebrate and exhibit local achievements; event for public entertainment and trade, etc.”) by coming to visit it a day late.
Etymology from Wiktionary, CC BY-SA 4.0.
a day after the fair
a day aft·er the fairToday it means: Too late. Full definition →