Instead of a traditional disc, customers could now purchase and download OS X directly from the Mac App Store. With the release of OS X 10.7 Lion in 2011, Apple officially abandoned physical media for its operating system installations. For OS X Mavericks, see this updated process.
UPDATE: Apple has changed the process for creating a USB installer with OS X Mavericks and the method below no longer works.