You normally don't think of aluminum as rusting. But anodizing really is aluminum rust -- oxidization as Phil said. An aluminum pan is connected to one pole of a power source, and placed in an acid bath. An electrode connected to the other pole is also placed in the bath. When the current flows, the surface of the aluminum grabs some oxygen from the acid solution, and voila! The surface is extremely hard and very smooth. As far as I know no sealer or other surface treatment is applied -- except to non-stick pans.
I've had a few good anodized pans almost since Calphalon first introduced good hard-anodized -- about twenty years ago.
They have the major virtues and vices of aluminum pans. They're relatively light and responsive, but warp easily. However, single-metal stainless warps easily too. Oddly, anodized aluminum tends to be a little more dent resistant than ordinary aluminum.
The Calphalon hard anodized surface gained the reputation for being more non-stick than stainless. Would that it were, but it isn't in a meaningful way -- at least not compared to good stainless. Anodized pans need to be used in exactly the same way to maximize their "release" potential, i.e., the pan must be properly preheated before adding fat, then an appropriate amount of fat that is also properly preheated before adding food. Fond development is the flip-side of release -- if there are any differences, I can't find them.
The dark color is not a handicap in either detecting fond or determining the color of a sauce. The first time I'm aware anyone raised it as an "issue" was in a cookware survey by Cook's Illustrated a few years ago. I think Phil was right to bring it up, but it's overhyped.
A good hard anodized surface is scratch resistant compared to untreated aluminum or stainless. But the anodized layer itself is only a couple of microns thick and when it's scratched, it's scratched. Surface scratches in aluminum or stainless get buffed out (to some extent) during normal cleaning. The anodized surface will absolutely not crack or peel. It's not a coating, You can use metal tools without fear. In the greater scheme of things a good hard anodized surface will outlast almost any un-anodized aluminum by far, but not good stainless.
Anodized aluminum is absolutely non-reactive to anything you'd cook. You don't have to worry about vinegars, or tomatoes or any food. Even after it's scratched, the scratches represent so little surface area, any "reaction" is undetectable.
Anodized aluminum pots and pans CANNOT go in the dishwasher. NO. NOPE. NYET. NON. The soap particles will pit the surface, it will no longer be smooth, and will develop a very annoying propensity to stick.
Your question about "diffused" anodized, probably relates to a Calphalon line of "infused" anodized cookware. In that case, "infused" is a marketing term meaning the cookware has been treated with a non-stick surface. As high-end residential non-stick goes, the Calphalon has a good reputation. However, most good cooks do not choose non-stick cookware. Also, for what it's worth, Swiss Diamond probably has a better reputation and costs less.
In any case, multi-ply stainless has displaced good anodized from the market place. I'm only aware of one truly good line, which is a commercial line from Lincoln-Wearever. It's very good cookware. At this time, anodized aluminum is mostly used for pan exteriors, and for which it's extremely well suited.
If you're thinking about purchasing a "set" from one manufacturer to form the heart of a disparate collection, as a home cook your best choice is a good multi-ply stainless and after that good stainless with a multi-ply disk. I recommend stainless for its adequate performance and non-reactivity. I won't recommend any anodized exterior with a non-stick interior because I've yet to meet a non-stick I can recommend.
Hope this answers your question. Confused yet?
BDL