People who have connected third-party apps to their accounts may have unwittingly given human staff permission to read their messages.
One company told the Wall Street Journal that the practice was "common" and a "dirty secret".
Google indicated that the practice was not against its policies.
One security expert said it was "surprising" that Google allowed it.
Gmail is the world's most popular email service with 1.4 billion users.