The story
Apparently originated in the 1989 British TV comedy series Blackadder Goes Forth: "Back home in time for tea and medals".
Etymology from Wiktionary, CC BY-SA 4.0.
tea and medals
Today it means: The rewards and relaxation that follow successful completion of an undertaking. Full definition →