If you are worried about keeping it from being stolen I would find a way to store it inside, like FourteenEyes said it's easy to cut basically any bike lock or chain if you have large bolt cutters, people will even use battery powered angle grinders.
I'm not sure the size of shed you are considering but you could build something like this that doesn't take much space:
Even if it wasn't that secure it wouldn't be too noticable, you could cover it with a tarp or something too. That would still take a decent amount of money for wood, there are bike racks you could buy and weigh down with concrete but it seems like either a rack or box would take a similar amount of space and money.