really small arduino power supply

Im more thinking about total size, smallest coolest simplest the best, I've actually reused one of those before and it wasn't too expensive nd works well for what I needed it for, perhaps that is the way to go
for experiences sake tho, how hard would it be to mke something like tht from scratch or even to borrow the design and put it on my own board?