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Specific use cases for Hadoop & Big Data

 
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Could someone tell me what would be some of the common use cases where Hadoop brings benefits to the table and what are some that are not the right fit?
 
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Chapter 1, which can be downloaded for free from http://www.manning.com/holmes/, shows some of the was Hadoop can be used, as well as its limitations, which are probably worth looking at.
 
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