I do not know whether it would work outside an urban area, but transportation costs would be higher in both distance and time consumed in deliveries. Publix supermarkets tried a home delivery deal here not too long ago and they cancelled it, saying it was not cost effective.
Population density in Korea, Japan, and Taiwan are all very high, much more so than in the US.