•S. aureusinactivation parameters were estimated using the weibull model.•Temperature has an impact on the inactivation kinetics of S. aureus.•The omnibus approach showed improved parameter estimation, compared to the two-step approach.•A quadratic relationship between the weibull parameters and temperature was observed.•Thermisation can be used to reduce the burden of S. aureusin goats’ raw milk.