Dijkstra's algorithm is used to find the shortest paths from a source vertex to all other vertices in a graph by leveraging the property that any subpath of the shortest path is also the shortest. The algorithm iterates over vertices, updating distances and maintaining a priority queue, and has a time complexity of O(e log v) and space complexity of O(v). It is applicable in various domains, including social networking, telecommunications, and mapping.