The shoes I use on my bikes were designed for spinning. The cleat is recessed, like mtb shoes, but not so much that you can't hear it on the pavement. The tread is not so beefy as mtb shoes, but they do have tread and that's what I wanted. I think Shimano makes them.

I think a lot of spin bikes have SPD pedals on them.

Karen