They were called to the One Stop shop on Denby Dale Road in Durkar at around 4.20am this morning after a disturbance was reported.
They arrived to find the suspect leaving the premises.
He fled on foot but officers quickly caught up with him.
The 38-year-old was arrested on suspicion of aggravated burglary and remains in custody at this time.