We investigate the effect of the dark matter (DM) velocity distribution on the cosmic axion spin precession experiment (CASPEr). By exploring the dynamics of the experiment, we find that the characteristic scales allow for a linearized treatment of time evolution. We use this approach to reconstruct the velocity spectrum from numerically generated data by solving a linear inverse problem. Additionally, we establish bounds on the parameter space where this reconstruction method is applicable.