Hi Utkarsh,
I am not an expert in this area of Druid, but there is only one "leader" for Coordinator and Overlord in the cluster at any given time, regardless of how many Master nodes you have ... so not sure a horizontal scaling would do anything here.
How big are you servers that Coordinator and Overlord run on, and how big are those JVMs?