The story
Some postulate the idiomatic usage is derived from the "parade day" military use. A parade is much easier than the soldiers’ usual drilling and intense exercise.
Etymology from Wiktionary, CC BY-SA 4.0.
field day
Today it means: A day for maneuvers and tactical exercises in the field (across the landscape). Full definition →