Episode downloads cost between free and $2.49 a pop and are actually full downloads, not rentals. Apple recently traded single TV show episode rentals for a TV show downloads service. Episodes you purchase will be streamed with no limit from the iCloud storage locker.
The site has also received unconfirmed reports that TV Shows are downloadable in Australia as well.
Let us know if you notice any changes in your country.