The accuracy & nature of answers you get on large data sets can be completely different from what you see on small samples. Big data provides a competitive advantage. For the web data sets you describe, it turns out that having 10x the amount of data allows you to automatically discover patterns that would be impossible with smaller samples (think Signal to Noise). The deeper into demographic slices you want to dive, the more data you will need to get the same accuracy.
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