We study the small frequency behavior of the bulk viscosity spectral function using stochastic fluid dynamics. We obtain a number of model independent results, including the long-time tail of the bulk stress correlation function, and the leading non-analyticity of the spectral function at small frequency. We also establish a lower bound on the bulk viscosity which is weakly dependent on assumptions regarding the range of applicability of fluid dynamics. The bound on the bulk viscosity ζ scales as ζ min ∼ (P − 2 3 E) 2 i D −2 i , where D i are the diffusion constants for energy and momentum, and P − 2 3 E, where P is the pressure and E is the energy density, is a measure of scale breaking. Applied to the cold Fermi gas near unitarity, |λ/a s | ∼ > 1 where λ is the thermal de Broglie wave length and a s is the s-wave scattering length, this bound implies that the ratio of bulk viscosity to entropy density satisfies ζ/s ∼ > 0.1h/k B . Here,h is Planck's constant and k B is Boltzmann's constant.