The answer for this: entries of a real symmetric matrix are scaled, the eigenvalues are scaled, but the eigenvectors stay same.

However, I would really be happy to consider your opinion on this:

any other suggestion how to approximate C_transpose*C, where C is mXn matrix, with m>>n are very welcome.