The fire broke out around 4 a.m. near the intersection of Torresdale and Frankford avenues.
Heavy smoke and flames could be seen coming from the structure.
Action News is told it is a vacant warehouse that used to be the site of a former baking company.
Crews are working to control the flames.
So far, no injuries have been reported, according to fire officials.