Relativistic effects dominate the emission of blazar jets complicating our understanding of their intrinsic properties . Although many methods have been proposed to account for them , the variability Doppler factor method has been shown to describe the blazar populations best . We use a Bayesian hierarchical code called Magnetron to model the light curves of 1029 sources observed by the Owens Valley Radio Observatory ’ s 40-m telescope as a series of flares with an exponential rise and decay , and estimate their variability brightness temperature . Our analysis allows us to place the most stringent constraints on the equipartition brightness temperature i.e. , the maximum achieved intrinsic brightness temperature in beamed sources which we found to be \langle T _ { eq } \rangle = 2.78 \times 10 ^ { 11 } K \pm 26 \% . Using our findings we estimated the variability Doppler factor for the largest sample of blazars increasing the number of available estimates in the literature by almost an order of magnitude . Our results clearly show that \gamma -ray loud sources have faster and higher amplitude flares than \gamma -ray quiet sources . As a consequence they show higher variability brightness temperatures and thus are more relativistically beamed , with all of the above suggesting a strong connection between the radio flaring properties of the jet and \gamma -ray emission .