Graph traversal algorithms hold a fundamental role in tackling optimization problems. By strategically exploring the nodes and edges of a graph, these algorithms permit the discovery of optimal routes. Frequently employed traversal methods such as Breadth-First Search (BFS) and Depth-First Search (DFS) offer distinct advantages in processing variou