The story
Probably from the releasing of a balloon as a signal for an event to begin, possibly popularized by the use of balloons by the British Army during World War I (1914–1918) as a signal for artillery fire to commence.
First known use, by meaning
- from early 20th c. Something exciting, risky, or troublesome begins.
Etymology from Wiktionary, CC BY-SA 4.0.