I find their reviews to be vapid and nearly useless without the guts to be honestly critical about anything.
However, their actual data can be very useful. One of my favorite pieces of data is the Field Map section under the Sharpness metrics for a given lens + body combo. This is a great way to find out where you can count on high/low sharpness across the frame for different settings of the lens. This is not nearly as consistent and linear as many people assume and can be the big difference between two lenses.
For example, the Nikkor 35mm f/1.4G and the Sigma 35mm ƒ/1.4 DG seem to be right on par with one another in photozone.de tests. But, the real story is in the field map data at DxO that reveals that the measurements seem similar due to the places where photozone takes them in the frame. The Sigma in this comparison has a much larger high resolution area when shot at large apertures than the Nikkor which makes it far more useful as most photographers avoid sticking their subject matter dead center in the frame.
Interesting comment and well spotted!
A possible explanation is that the Nikon 35 F1.4G is designed to
render literally "around" the more central subject and so "draw" a more pleasing image that "pops" out from the background, especially wide open or near to it. The penalty, of course, is the lack of "sharpness across the frame".
The very sharp Sigma F1.4 ART is designed to produce a flatter more even image across the frame and so can
record more "faithfully and sharply" across more of the image. The downside of this approach is usually a "flatter, more two dimensional" image.
These are two
very different and deliberate design goals and neither is better nor worse than the other IMHO.There is no
absolute "best" lens made and due, to the optical trade-offs involved, there never will be with known technology. Its like marriage, I guess... its about compromise ;-)
What DxOMark doesn't tell you is that they do their testing, most likely, around 40X the focal length of the lens; so for a 50mm lens that testing is done, most likely, of a flat, two dimensional test chart of some kind at a distance of around 2 metres. And they use some sort of "pattern" to shoot in different parts of the image and that data is fed into the lens profiles for their acclaimed software.
If you are listening, Monsieur / Madam DxOMark, please reveal to us your full testing regimen and we will need to guess no more! Other sites do it, why don't you... even McDonalds reveal the ingredients in their "special sauce"...
and the calories too! :-O
What DxOMark's, and most others, testing methodology does not tell us is that the excellent Siggy 50 ART loses its "sharpness" advantage at distances of around 5 metres and beyond compared to some others...
But, isn't it just great that armed with this sort of information we can then choose the lens(es) that is the closest fit for our specific needs? For example, I'm a very rank amateur these days but I own 2 x "50s" and 2 x "35s", not to mention the number of zooms I have that can give me those focal lengths...
Another interesting piece of data is the field map on the Nikkor 24-70. You can see that it goes down then back up in sharpness at a point while moving away from the center.
There is info about CA and other things as measured all over the frame as well. There is a ton of interesting data if you dig in and if you care. If you don't care about this data... then I don't know why you're even looking at lab tests.