There isn't a great deal of difference, but perhaps a couple of examples would help. My alarm clock is on the left-hand side of the bed. My alarm clock is on the left side of my bed. Both sound natural and common.

There isn't really a difference. When you are describing physical location you can use either.

There is no difference. Both mean the same thing and are used interchangeably. Both are correct.