Investigators said it happened around 3:40 a.m. at Everything Niceee Brooklyn on Ralph Avenue in Bedford-Stuyvesant.
The explosion damaged part of the storefront.
Police said the suspect took off toward Macon Street and jumped into a light-colored four-door sedan.
Nobody was hurt.
The suspect is described as a man with a medium build who's approximately 6-feet-tall.
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