Graph databases employ a direct storage mechanism for relationships, streamlining the process of executing complex relationship-based queries without the need for multiple join operations, which are typically required in RDBMS. This efficiency is further amplified by their specialized capabilities in path finding and traversal, including techniques such as index-free adjacency, where nodes maintain direct references to adjacent nodes.