Police say officers responded to the shooting shortly after noon on Black Friday, one of the busiest shopping days of the year.
A man and a woman - discovered at the store's outdoor garden center - were taken to a nearby hospital with wounds that were not considered life-threatening. They were expected to make a full recovery.
No arrests were immediately made, but police were searching for a dark green Toyota Camry in connection with the case.