The story
From baby + shower (in the sense of being showered with gifts), perhaps influenced by bridal shower.
Etymology from Wiktionary, CC BY-SA 4.0.
baby shower
Today it means: A party celebrating the pending or recent birth of a child, involving guests giving gifts (typically babycare items) to the parent(s). Full definition →