I had this happen to me. The GrubHub driver parked on the curb around the corner in front of my neighbors house. Proceeds to take a photo of their house from the car as “delivery confirmation” and then literally peeled out taking off with my food when she saw me walk outside. I got lucky though, GrubHub refunded the order.