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I think I have been lucky that several of the projects I been worked on have exposed me to having to manage large volumes of data. The largest dataset was probably at MailChannels, though Livedoor.com also had some sizeable data for their books store and department store. Most of the pain with Livedoor’s data was from it being in Japanese. Other than that, it was pretty static. This was similar to the data I worked with at the BBC. You would be surprised at how much data can be involved with a single episode of a TV show. With any in-house generated data the update size and frequency is much less dramatic, even if the data is being regularly pumped in from 3rd parties.