What Do Monarch Caterpillars Look Like? by PS 372 Garden Committee • 07/28/2015 I got my hopes up when I saw this caterpillar on the swamp milkweed in the pollinator garden…but my research shows it is probably just a painted lady caterpillar…like the ones we raised inside. So not rare, but exciting! Caterpillar on milkweed