Last month, police said a man went to the restaurant's location on Kirby Drive. Soon after, he reported losing his credit card.
Court records say just days later he found multiple fraudulent charges on his account, with transactions adding up to more than $1,500.
West University PD detectives say their investigation led to identifying Tarek Tahan, 51, as the suspect.
Tahan was charged with credit card abuse and was taken into custody. Police added that Tahan has a criminal history for trespass.