The story
From the American true crime radio drama Gang Busters (1936–1957), which opened abruptly with loud sound effects of police sirens, machine guns, etc.
Etymology from Wiktionary, CC BY-SA 4.0.
like gangbusters
Today it means: Vigorously, rapidly, zealously, or forcibly; in a manner which has considerable impact. Full definition →