One version used many times is that Clark is the son of an unmarried cousin. Suppose that Martha's unmarried cousin was visiting to tell her "something important", found Clark on her way and died suddenly. Jonathan and Martha raise Clark as the cousin's son, thinking that her pregnancy was the "secret" and have no idea about the spaceship.
If Clark's powers manifested later they would be clueless about who Superman is when he appeared.
