Depends on what you see by "largely unique". Do you have a spinner while you wait for data to show up on each page? Then you might have a common spinner component.

Of course, you could also re-code the spinner every single time. Or you could use an existing library of components and then you don't have to deal with modules, only that library does.

Easily done by including the component server side, either in the master page (for common things that are used everywhere) or the page itself. SPA's do literally nothing to componentize sites/apps that we couldn't do before.

How about components that you need twice on the page? Are you going to just include them and their JS twice? Or perhaps build an elaborate server-side module system, one in which components required multiple times are only included once at the end of the page with a script.