Do sea turtles ever go on land?

Yes. Turtle eggs, like those of all reptiles, must be kept warm in order to develop, and they must "breathe." The developing embryo produces carbon dioxide, which is released through the shell, and absorbs oxygen, which passes in through the shell. So, the eggs can not develop in water.