A Disjoint-Set Data Structure, also known as Union-Find, is used to keep track of a partition of a set into disjoint subsets, efficiently supporting union and find operations. It is crucial in algorithms that need to dynamically connect and query components, such as Kruskal's algorithm for finding the minimum spanning tree of a graph.