Why do I get a (401) Unauthorized error?

(a.k.a. how do I find my profile ID?)
One point of confusion for new users is the need to identify a profile ID in our templates and examples. No, it is NOT the UA-xxxxxxx-x number you used in your tracking code. Here’s the scoop…