LED bulbs aren't really even a small thing.
going from a 100W bulb to a 15W bulb, or a 60W bulb to a 2.5W bulb (that's the actual conversion for the bulbs i've actually bought on amazon and am currently using, not hypothetical guesses) across 20-30 bulbs in a single house is a real actual big difference in energy savings.