Dijkstra's algorithm is a method for finding the shortest paths from a single source vertex to all other vertices in a weighted graph with nonnegative edge weights. It operates using a greedy approach, efficiently calculating paths through priority queues while having a time complexity of O(E log V) and space complexity of O(V). Applications include digital mapping services, social networking connections, IP routing, and robotic navigation.