Long-term swings and seasonality in energy markets.

•We propose a two-factor continuous-time model for commodity pricing.•Mean-reverting level experiences smooth fluctuations over long periods.•Annual-frequency seasonal components in Natural Gas prices.•Closed-form expressions for the price of futures contracts.