Dashboard is for creating rich visualizations. Any dashboard designing tool offers a library of rich analytic components to represent the data in attractive format. Keep in mind that dashboard is for high level data analysis. When you have to deal with relatively large volume of data, you need to go for reports (WebI, Advanced Analysis etc).
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