There was an online app then an in-person interview with the general manager. Interview was pretty standard and professional, but I didn't receive a job offer despite being over-qualified for the position.

Fine. They greeted me and asked me basic questions about my experience in sales. They also asked me if I had any experience with sewing or crafts that would relate to the products they sell.