The story
From soaker + pad, due to the absorbent pad's purpose of soaking up liquid.
Etymology from Wiktionary, CC BY-SA 4.0.
soaker pad
Today it means: A waterproof mattress topper, especially one intended for urine (i.e. unpotty-trained or incontinence); a bed protector. Full definition →