It used to be the norm. Why did the "milk man industry" go under? Could it not compete with bulk buying milk once refrigeration became the norm?
Refrigeration makes sense as the underlying driver - freshness and locality became less important. Then the supermarkets didn't have the cost of the distribution network, and exercised more centralised buying power on the suppliers.
Also the usual issues with delivering to apartments and other such living accommodation.
Also delivery by milkmen was ~2x more expensive.