The spectral dimension (d) over bar of an infinite graph, defined acco
rding to the asymptotic behavior of the Laplacian operator spectral de
nsity, seems to be the right generalization of the Euclidean dimension
d of lattices to non translationally invariant networks when dealing
with dynamical and thermodynamical properties. In fact (d) over bar ex
actly replaces d in most laws where dimensional dependence explicitly
appears: the spectrum of harmonic oscillations, the average autocorrel
ation function of random walks, the critical exponents of the spherica
l model, the low temperature specific heat, the generalized Mermin-Wag
ner theorem, the infrared singularities of the Gaussian model and many
other. Still, (d) over bar would be a rather unsatisfactory generaliz
ation of d if it hadn't a second Fundamental property: the independenc
e of geometrical details at any finite scale (or geometrical universal
ity). Here we show that (d) over bar is invariant under all geometrica
l transformations affecting only finite scale topology. In particular
we prove that (d) over bar is left unchanged by any quasi-isometry (in
cluding coarse-graining and addition of finite range couplings), by lo
cal rescaling of couplings and by addition of infinite range of coupli
ngs provided they decay faster than a given power law.