A structural time series methodology was used to examine the role of stochastic trend and seasonality in dairy supply response model. In our analysis, the dairy supply model with stochastic seasonality and deterministic trend performs best in terms of diagnostic tests, goodness-of-fit measures, and forecasting accuracy.