slipsole

[ slip-sohl ]
/ ˈslɪpˌsoʊl /

noun

an insole placed in a shoe for warmth or to adjust the size.
a thin strip of material, as leather, set between the insole and the outsole of a shoe, usually for height.

Origin of slipsole

First recorded in 1905–10; slip1 + sole2