The blaze was reported around 1:30am on Berkshire Manor Ln. near Timbercreek Place Ln.
When firefighters arrived, flames were shooting from the pool's storage facility and water pump.
The fire spread across the grass and came close to some nearby homes, but firefighters got control before it caused any additional damage.
No one was injured. Arson investigators are looking into the cause.