Kruskal's Algorithm is a greedy algorithm used to find the minimum spanning tree of a connected, undirected graph by sorting all the edges in non-decreasing order of their weight and adding them one by one to the spanning tree, ensuring no cycles are formed. It efficiently constructs the minimum spanning tree by using a disjoint-set data structure to keep track of which vertices are in which components.