What does bum cookie mean? March 25, 2017 All Dictionary bum cookie meaning in Urban Dictionary (adj) somebody who is stuck with a 'white elephant'.A person who made a negative financial investment which are priced at alot of cash. One stuck with a lemon. (noun) A lemon. A gadget often digital that features died prematurely or malfunctions.