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In the case of a product, simply changing the size column in the database from 16 to 14 ounces makes it look like the size has always been 14 ounces If sales decline because of the change, it s entirely up to an analyst looking at the data to remember when the change occurred and identify the change in size as an issue The advantage of Type I is clear: it s easy No extra work is required Data is changed and the primary key remains the same, so all history now reflects the current values as if they have never been different The great disadvantage of Type I is also clear: history is lost With Type I, it s impossible to credit a salesperson s sales to a previous manager, to determine when a product change was introduced, and so forth Another approach is the Type II slowly changing dimension This type of dimension structure does maintain history, usually by versioning the record and then setting a start date and end date for each version For example, a salesperson named Raju starts with a company on January 1, 2007 and works for Manager Bob A year later, that salesperson is reassigned to Manager Maria On the first record for salesperson Raju, the Start Date would be January 1, 2007 and the End Date would be January 1, 2008 A new record would be added for Raju that still maintained his employee ID (or some other key) but was now version 2, and had a Start Date of January 1, 2008 and no end date Sales would be tracked by the employee ID so that all of Raju s sales always belong to him Raju s sales records also have the date on which they occurred, so that sales in 2007 roll up to Bob while sales in 2008 roll up to Maria While simple on the surface, this can certainly complicate working with the data, because all queries must now look at the start and end dates for all of Raju s entries in the Employee dimension table The advantage of a Type II dimension is clear: history is preserved Companies will always be able to track when the change occurred so that prior sales will still roll up to the proper manager Product changes will be evident because a change will start a new record with a new start date The disadvantage of a Type II dimension is also clear: it s complicated It makes storing, retrieving, and summing data much harder Changes require an update to the existing record (to set the end date) and the insertion of a new record with a new version number and the start date Taking multiple records that represent a single product or employee and making them appear as one to the end user can be a challenge There are other ways of handling slowly changing dimensions There are Type III, and modifications of Type II and Type III The actual mechanisms are beyond the scope of this book, as the goal is to show how to consume the data once the warehouse is built Still, slowly changing dimensions are introduced here because many readers will be involved in the decision of how to store dimension data and track history, and an understanding of the tradeoffs is important. crystal report ean 13 font Crystal Reports EAN - 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