When it comes to undergraduate studies, how vast is the difference between the quality of education among colleges of different leagues?

In the United States, for the undergraduate level…
How much does the quality of education differ between a state college, private school, Ivy league school.

I read somewhere that for undergraduate studies, it does not matter as much. The quality matters more for Graduate studies, PHDs and Post Graduate studies.