To apply Dijkstra's Algorithm on a dynamically changing graph with obstacles, treat obstacles as nodes with infinite cost. At each time step, update edge weights or obstacles as necessary. Re-run Dijkstra's for the updated graph or use an incremental approach to adjust the shortest path efficiently.