The oil and gas industry depends critically on efficient logistics for the timely movement of crude oil. From extraction to refining, every stage involves a carefully integrated network of storage, transportation, and supplementary logistical strategies. Optimizing these activities is crucial to reducing costs, minimizing environmental impact, an