The shooting happened just before 12:30 p.m. at the store, located at Melrose and North Genesee avenues.
One person was shot and taken to a nearby hospital, police said. The LAPD later confirmed the victim had died.
The suspect is believed to have fled in a silver Toyota Camry.
Additional details have not been released.
DEVELOPING: This report will be updated.
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