Unpaid debts are considered “time-barred,” which means that if a debt collector doesn’t collect a debt you owe by a certain number of years (it depends on the state), you can’t be sued over the debt.
Ethically, of course, you still owe the debt, and a debt collector can, pretty much until the end of time, still send letters and make phone calls, entreating you to pay up.