The story
ka-, an intensifier used with onomatopoeia, plus (probably) an imaginative rendition of an explosion or splash.
Etymology from Wiktionary, CC BY-SA 4.0.
kablooie
Today it means: A failure, meltdown; or explosion; a splat or splash. Full definition →