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The type 3 change is often misunderstood as requiring special advanced scheduling. Although developers may take advantage of the predictability of a type 3 change and handle it with a special process, this is not strictly required. As with any other slow change processing, it is possible to design an ETL process that looks for changes to the attribute in question and applies them if and when they are detected. All that is necessary is to anticipate the possibility of the type 3 change and engineer the ETL process accordingly. There may be good reasons to handle a type 3 change via a special process. In most cases, type 3 changes occur en masse. A change to the region designations, for example, may affect every customer in the dimension table. The information that drives a type 3 change may come from a separate source or involve special rules. Region designations, for example, may be driven by a spreadsheet that maps to Zip codes. A type 3 change with multiple versions may involve renaming database columns and developing new reports. Its implementation must be coordinated with these activities. The change may occur on a predicable basis, in which case it is not necessary to monitor for it as part of standard processing. For any of these reasons, it may be useful to handle the type 3 change through a separate scheduled process. This is not mandatory, but it may be convenient for processing purposes.

Browse existing orders to cancel or replace them. Provide HTML pages to create, maintain, execute, and browse baskets of stocks. It includes a pricing feature to calculate the current price of the basket. Baskets can be based on established indices or created for each firm.

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When it comes to documenting a type 3 change, designers have varying preferences. In Figure 8-4, each attribute is designated as a surrogate key, as a natural key, or according to its slow change characteristic. The type 3 attribute pair is highlighted and labeled as type 3. As noted, you may prefer to designate the current member of the attribute pair as a type 1 attribute, since it behaves in exactly the same way as any other type 1 attribute. Modeling tools often impose limitations on how you can document the slow change behavior associated with an attribute. Some dimensionally aware modeling tools allow you to note slow change characteristics, but most tools will not let you highlight a pair of type 3 attributes. Naming conventions and comments may be your only route to associating them. Some modeling tools do not include the concept of a type 3 change, limiting your options to type 1 and type 2. Using these tools, you may be forced to label both members of the attribute pair as type 1. This will require some careful annotation to distinguish each attribute s purpose. You may convey the behavior of the attribute containing the previous value by noting its data source is the attribute that holds the current value.

Provide HTML pages to capture details for single order entry of stocks, options, bonds, mutual funds, and post facto executions. Provide HTML page to capture details for multiple order entry of stocks.

Figure 8-14

An aggregate navigation capability eliminates the need for someone who is writing a query to choose between the base star and one or more aggregates. Tools provide this capability in different ways, and in different parts of the architecture. Aggregate navigators can open a host of additional benefits as well.

FIGURE 11-6

As you learned earlier in this chapter, the presence of aggregates requires that a decision be made each time a query is written: which star to use. This can be confusing for end users. Some data warehouse teams choose not to make aggregates accessible to end users, as depicted in Figure 15-3. However, this means that users who create their own reports will not obtain any performance advantage from the aggregates. Aggregate navigation is a generic term that describes the process of choosing from among the base star and one or more aggregates. Software products or features that perform this service are often called aggregate navigators, although product-specific terminology is sometimes used as well.

FIGURE 11-7

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