The shortest path problem involves finding the minimum distance or cost path between two nodes in a graph, which is fundamental in network optimization and routing. Algorithms like Dijkstra's and Bellman-Ford are commonly used to solve this problem, each with its own strengths and limitations depending on graph properties such as edge weights and presence of negative cycles.