Under Autoplay controls you can enable and disable autoplay on all devices. There is one checkbox for next episode autoplay, and another for preview autoplay. To disable autoplay entirely, uncheck both boxes.
After clicking Save, your autoplay settings will be updated across all of your devices. No more pain and suffering while browsing the Netflix menu.