The theft happened Wednesday night at a Petland store.
The video shows the man playing with the puppy moments earlier.
Police want to find the man and the puppy. Sgt. Robert Parsons, of the Dunwoody Police Department, said the man will face a felony shoplifting charge when caught.
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