The shape of the futures term structure is essential to commodity hedgers and speculators as prices serve a forecast future spot prices. Commodity markets quotes on selection maturities delivery periods. In this note we investigate Bayesian technique known Kriging build by embedding trends seasonalities ensuring no-arbitrage conditions between different