Just wondering....

Most people say that you need a build up of weld material approximately the same thickness as the material your welding.
If you get full penatration through the material your welding is this still the rule?
I know you can weld then grind off the welds to look good, which I do a lot, but is the strength still there if you get full penatration with the weld?