YouTube video shows two men entering the store. One acts as a lookout while the other scoops up the puppy and walks out.
The 6-month-old dog is said to be a "puggle," which is a pug-beagle cross-breed, worth about $1,000.
Police say the dog is micro-chipped and is now registered as stolen.