No idea how this happened. plasmashell was crashing after consuming 6gb memory and I'd tried removing ~/.cache. Shortly after all plasmashellplasmashell would do is start my desktop background with a wallpaper, but wouldn't give me any taskbar and I couldn't bring up a menu by right clicking the desktop.
Restarting it or rebooting the whole machine didn't help.