No scaling with multiple computing nodes

[icklerly]

I am using SpatialHadoop to store and index a dataset with 87 million points. I then apply various range queries.

I tested on 3 different cluster configurations: 1 , 2 and 4 nodes. Unfortunately, I don't see a runtime decrease with growing node number.

Any ideas why there is no horizontal-scaling effect?