Sometimes copyright disputes are about who owns the rights to intellectual property. Others step back and ask a more fundamental question of what is copyrightable.

A case decided by the Ninth U.S. Circuit Court of Appeals in California on Thursday is the latter type: The appeals court ruled that yoga poses and breathing exercises aren't entitled to copyright protection.

At...