What kind of patterns do the url have ??

This is my wild guess: you have a limited (surely less than 20) set of domains for the complete set of urls. HashPartitioner , which partitions the urls based on domains is the class to look at.
And if this is true, you will have to write a custom Partitioner

Yes, this is indeed the case. Thanks for the tip.

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