A model-independent Cosmological Form Factor describes how long-wavelength perturbations modulate short-scale stochastic gravitational-wave background statistics. The authors argue statistical isotropy, locality and basic perturbation properties universally constrain angular and polarization structures; amplitudes and frequency dependence stay model dependent.