it really depends on what you are doing. A large data set shouldn't be limited to longitudinal analysis. If you're storing every log record or every stock bid/ask, there may be times that you need to understand the specifics of what exactly was going on. There may be a lot of filtering on the underlying corpus for these sorts of exact match queries, but data set sizes continue to grow.