Heuristics play a crucial role in solving complex transportation problems by providing simplified, rule-based approaches that yield quick and practical solutions when exact methods are computationally expensive or infeasible, enabling decision-makers to efficiently navigate large solution spaces, explore various scenarios, and achieve satisfactory outcomes within reasonable timeframes.