I'm not sure I'd consider a system running full blown Linux with self hosted development tools, graphical environment and so on to be a typical embedded system.
Edit: I suppose they may not be running Linux on the Pi, certainly not the graphical variants on a 4GB card.
Not sure where you are getting that info... but xfce is just above 2gb. You could easily run a graphical desktop on that.