The story
Blend of cake + lollipop. Compare also cookie pop.
Etymology from Wiktionary, CC BY-SA 4.0.
cake pop
Today it means: A confection consisting of a round piece of cake coated in icing or chocolate and stuck on a stick in the manner of a lollipop. Full definition →