Yes, they are both descriptions of the same thing. I'm trying to say that PCA does have a justification. It's not just an "arbitrary linear algebra operation"

Yes, they are both descriptions of the same thing. I'm trying to say that PCA does have a justification. It's not just an "arbitrary linear algebra operation", although the application of the SVD algorithm to perform PCA can be presented that way.