The Round Robin load balancing algorithm often fails to evenly distribute traffic, especially when nodes are added. While it sends requests in a sequential order, existing nodes bear the brunt of user load, resulting in unequal processing. Alternatives like the 'Least Connections' algorithm can improve traffic distribution among nodes.