The Sweep Phase is a crucial step in garbage collection algorithms, particularly in the Mark and Sweep approach, where it involves reclaiming memory by deallocating objects that are no longer reachable. This phase follows the Mark Phase, ensuring efficient memory management by freeing up space occupied by unreferenced objects, thereby preventing memory leaks and optimizing application performance.