Airlines are digging around for ways to pile on more fees.

In recent years, airlines from AMR Corp.'s American Airlines to Spirit Airlines Inc. found new ways to boost profits—and annoy fliers—by charging fees for checked bags, selecting a choice seat or other services once included in ticket prices.

Now they're mulling and testing various...