Police say surveillance video has surfaced of a man who allegedly stole thousands of dollars worth of scratch-off lottery tickets from a Greenburgh deli.

Police say the man ended up leaving empty-handed after an alarm at the Knollwood Deli went off over the weekend.

"Some of the items taken were some scratch-off lottery tickets, which he put in a paper bag and actually we recovered the bag of lottery tickets behind the building," says Greenburgh Police Department Chief John Kapica.

Police say they are working on enhancing the footage to try and get a better look at the suspect.