Depth-First Search (DFS) is an algorithm for traversing or searching tree or graph data structures, prioritizing exploring as far down a branch as possible before backtracking. It is implemented using a stack data structure, either explicitly or through recursion, and is particularly useful for solving problems like pathfinding, cycle detection, and topological sorting in directed graphs.