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design dimensions up front not just for the current data mart, but with an eye toward handling an entire enterprise data warehouse This is true of any dimension that can be used across multiple data marts Time, product, employee, and customer are just a few examples of dimensions that commonly are used across multiple data marts Whether these tables are actually only stored once and linked to different fact tables, or whether they are physically stored multiple times, their structure should be the same Using conformed dimensions prevent what are sometimes called stovepipe data marts, or marts that stand alone in their own silo and cannot be integrated with other data marts Slowly Changing Dimensions One of the biggest issues you ll encounter when dealing with dimensions is how to handle changes Change is inevitable and here are two examples of this: A company tracks salespeople and the manager to which they report Each salesperson is rewarded based on his or her sales, and each manager is rewarded based on the performance of the salespeople he or she manages After a district realignment, some salespeople move from one manager to another The salespeople need their history to go with them, but sales made under their previous manager should still be in that previous manager s numbers A company wants to increase the pro t on an item without increasing the price, so they decide to drop the item s size from 16 ounces to 14 ounces while maintaining the same price Simply updating the eld in the database from 16 to 14 makes it look like the product has always been 14 ounces and thus history is lost as to when the change occurred So, is this a new item and the old one has ended, or is the size column simply changed As can be seen from these two simple examples, there s not necessarily an easy answer These issues represent what are called slowly changing dimensions They change slowly because people don t move from one manager to another with each transaction Item sizes don t change with each transaction (if they do, there are other strategies, such as setting ranges of values and dropping each record into one of those buckets) There are different strategies for dealing with slowly changing dimensions By far the easiest way is what is called a Type I slowly changing dimension With Type I, history is simply overwritten In the case of the salesperson, they d be tied to their new manager and it would look like they had always worked for this manager; all their history would now roll up to this new manager This is great if the salesperson is a stellar performer and the manager is the one getting this person, but it s horrible for the manager losing this salesperson and having them replaced by a subpar performer. birt pdf 417 Eclipse BIRT PDF417 Barcode Maker add-in makes PDF417 ...
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