get one's fingers burnt

Verb

 * 1)  To suffer relatively minor, adversive, and unexpected harm.
 * He got his fingers burnt in that stock market scam, but at least he didn't lose his house.

Usage notes
Unlike the saying "burn one's fingers", it does not imply that it was the sufferer's own fault.