Kruskal's Algorithm is a greedy algorithm used to find the Minimum Spanning Tree (MST) of a connected, weighted graph. It works by sorting all edges in non-decreasing order of weight and adding them one by one to the MST, ensuring no cycles are formed. The process continues until all vertices are connected. It is efficient for sparse graphs and commonly implemented using the Union-Find data structure to detect cycles.