Fire investigators are calling the blaze near College Avenue and Floradora suspicious.
Flames ignited around 5 pm Tuesday and spread from the shed to several fences of neighbors.
Fire crews put out the fire before homes were impacted.
Witnesses told investigators they saw someone starting the fire.
The woman has been arrested on suspicion of intentionally starting the fire.
She has not been identified.