@ppauper where one can find data on transportation cost or related shipping info? 

There are plenty of models to forecast volatility from an econometric point of view, look at the garch literature for univariate and multivariate. They work fairly well for daily data, half life is a parameter to be fitted obviously, if picked there needs to be some reasoning. A pca is not really a ...