Flow networks are directed graphs where each edge has a capacity, and each flow must satisfy the capacity constraints while maintaining the conservation of flow at each node. They are fundamental in solving problems related to transportation, communication, and resource allocation, often utilizing algorithms like the Ford-Fulkerson method to find maximum flow.