Flames broke out around 12:30 a.m. Sunday on the roof of Sharky's Bagels in the Chews Landing Plaza in Gloucester Township.
Firefighters brought the blaze under control within 15 minutes.
Investigators are working to see if this was the result of a lightning strike.
No injuries have been reported.