It happened around 4:30 p.m. at the store near the intersection of N.C. Highway 98 and Capital Boulevard
The man was shot in the leg and police said his injuries did not appear to be life threatening.
Following the shooting, police said three suspects fled in an older model Volvo. Officers stopped the car along Longhouse Street in the Crenshaw Hall subdivision.
The driver was detained at the scene, but the other two suspects allegedly fled on foot. One suspect was captured at approximately 5 p.m. in the parking lot of the Carolina Ale House in Wake Forest. The other was arrested along Retail Drive at approximately 5:20 p.m. following a manhunt.
Police said their preliminary investigation shows the shooting was not a random act or a robbery.