I still remember living in a large suburb in India (not in the city; people had cars). We sat down for dinner and I asked if they had any ketchup. The host picked up the phone, spoke for 10 seconds, and 5 minutes later a boy knocked on the door with nothing but a single bottle in his hand. There wasn't even a grocery store close to the house that I could see.
Never living in any top-rated US cities have I seen anything close to that.