It happened around 4 p.m. at the PetValu store located on the 4900 block of Edgemont Avenue.
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Chopper 6 was over the scene where officers had cordon off an area outside of the store.
Police say a man sustained a graze wound. He is listed in stable condition at this time.
One suspect is now in police custody.
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It's unclear what sparked the shooting.
No other injuries were reported.