Sometimes it is no big deal, and sometimes virtually impossible.
For example, some schools you have to apply to the business school and can’t take business classes unless you get in. Others have a single door admissions policy and you can major in anything you would like (but if you applied as a dancer and switched to engineering you may not do well unless you have the math background).
Some colleges you have to apply by major and it is difficult to switch.