The A* Search Algorithm is a popular pathfinding and graph traversal algorithm that finds the shortest path from a start node to a goal node by using a heuristic to prioritize exploration of nodes that appear most promising. It combines the benefits of Dijkstra's Algorithm and Greedy Best-First Search, ensuring optimal and complete solutions when the heuristic is admissible and consistent.