Mr. Blue Basketball Sneakers has been stealing all kinds of stuff from parked cars in the radius of my home. He's been caught on camera probably a dozen times. He wears a black mask, hoodie, and pants but wears some very conspicuous blue basketball sneakers that absolutely glow from the motion lights he ignores. I'm sure he lives nearby as he's always on foot with a backpack and the hits all seem to be one big neighborhood. Hopefully the cops catch him before some crazy homeowner with a gun does.
Any supermarket (or company that does their loss prevention) could run pass their AI and id them in milliseconds.
Same with cars - even if you don't have a licence plate, there are tons of little fingerprints around your car that licence plate reader companies use.