Theoretically, in situations where the distribution is non-normal with sample size more than 30, t-test should be used.
In these situations, z-test can also be used. With increasing sample size, z-test gives very similar results just like with t-test. Technically speaking, you should prefer t-test over z-test.
But when you talk about CFA, you need not worry too much. As already mentioned by s2000magician, both tests would lead to correct answer choice.