Supply chain dynamics and seasonal trends are critical price drivers in many commodity markets, particularly for agricultural products. Supply chain considerations involve the entire process from production to consumption, including planting, harvesting, processing, storage, transportation, and distribution. Disruptions at any stage, such as port congestion, labor shortages, or logistical bottlenecks, can create artificial scarcity and drive up prices, even if overall production is stable. Geopolitical events or trade disputes can also severely impact supply chains, leading to price volatility. Seasonal trends refer to predictable patterns in commodity prices that occur at specific times of the year, driven by recurring climatic cycles and agricultural calendars. For instance, agricultural commodity prices often decline during harvest seasons due to increased supply and rise during planting seasons or when adverse weather threatens future yields. Energy commodities can see seasonal demand spikes (e.g., heating oil in winter, gasoline in summer). Understanding these cyclical patterns and potential supply chain vulnerabilities allows traders to anticipate price movements, manage inventory, and develop more informed trading strategies, particularly in less liquid or more regionalized commodity markets.