A flow network is a directed graph where each edge has a capacity and each flow must not exceed the capacity, typically used to model the flow of resources through a system. The goal is often to find the maximum flow from a source node to a sink node, which can be efficiently computed using algorithms like the Ford-Fulkerson method.