It happened around 3:00 Saturday afternoon on the 300 block of Market Street.
Officials say second floor apartments above a storefront was heavily engulfed in flames.
No injuries were reported but more than one dozen people and several pets were displaced. The Red Cross is assisting those residents.
The fire was placed under control but there's no word yet on the cause.