Sometimes. Sometimes kidneys may fail suddenly but be able to recover over weeks to months. With diseases like diabetes or high blood pressure, kidneys lose function slowly over time. This orm of kidney failure tends to be permanent. Your doctor can give the est answer about your type of kidney damage.