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Using historic data has the advantage that it is real data, and as such will probably have the same data skews and biases as the data that the data warehouse has to capture. The problem is how to capture the real data in the first place. As the mechanisms that the data warehouse will use to capture the source data are unlikely to be working yet, one-off methods may have to be developed to get the data required.

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One of the first tasks in developing a test plan is to come up with a test schedule. Most product development methodologies contain metrics for producing time estimates for testing as well as development. From experience, these metrics fall well short of the requirements for testing a data warehouse application. The shortcomings of these metrics are due to the size and complexity of data warehouse systems. For example, a simple problem with a large query can cause it to run inefficiently. However, because of the size of the query it may take a day to shew that it is not going to complete in the desired time-scales. By the time the query has been tuned and re-run several times, many days of testing time may have been lost.

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