ASP.NET Routing not working on IIS 7.0

Got caught be a difference in behavior between IIS 7.0 and IIS 7.5 with how module management to extensionless URLs are fired in IIS. Routing was working fine on my dev machine, but not on my live server. Here's what you need to watch out for.