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Developers are almost always under pressure to develop a load process that is fast and efficient. For loads that operate in a batch, the available time window is likely to be shared with processes that construct derived and aggregate tables, build cubes, rebuild indexes, execute scheduled reports, and cache their results. For a real-time load, the continuous flow of new transactions results in a similar requirement for processing efficiency. Various kinds of bottlenecks are possible when loading a star schema, but some are fundamental. These result from the need to perform slow change processing. In the worstcase scenario, it is necessary to inspect each source record for new and changed dimensions. Doing so may require as many as three different comparisons to data in the dimension table, as Figure 17-2 illustrated. For example, each time the product dimension is updated, it may be necessary to review all products in the source system for new records (step 1.4), type 1 changes (step 1.5), and type 2 changes (step 1.7). Some of these comparisons, in turn, may be resource-intensive. Finding type 2 changes to a customer record, for example, may require comparing dozens of type 2 attributes. The fundamental bottlenecks of slow change processing can be addressed in two ways: reduce the amount of data to be processed, and simplify the necessary processing. Many

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years Pet Rocks, wall walkers, and Cabbage Patch dolls can have strong sales for a year or two, but seldom can this type of product build enduring demand. Although faddish products can be earnings boosters for wellestablished companies, they are usually not a firm enough foundation on which to build an entire company.

packaged ETL solutions offer features that work on these principles, and hand-coded solutions can be developed as well. Other kinds of optimization, such as parallelization, do not address these bottlenecks directly, but they can multiply the benefits of solutions that do.

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One way to improve load performance is to reduce the amount of data that must be processed Usually, only a small percentage of source records contain new or changed data To find those that do, it is necessary to process all of them If new and changed records can be identified ahead of time, the volume of data that must be processed can be dramatically reduced For example, suppose a customer dimension table is updated on a nightly basis The source system contains a customer file with 200,000 records This file must be processed every night, even though less than 1 percent of the customers are new or changed If this handful of records can be identified in advance, the number that must be processed is reduced from 200,000 to less than 2,000 New and changed data can be detected in many ways.

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Some source systems do so automatically, logging and time-stamping changes to key entities Loading a corresponding dimension is greatly simplified by leveraging these time stamps For relational systems that do not do this, it may be possible to make use of triggers or stored procedures to generate a change log for key entities This requires some development effort, and may intrude on the performance of the source system Some databases offer native logging capabilities that can be exploited for the same effect ETL developers may also choose to maintain a staging area, where the data extract for each load iteration is compared to that of the previous iteration With sorted data sets, this comparison can take place very quickly The benefits of changed data identification must be balanced with the costs of developing and maintaining the solution, as well as any impact it has on the source system itself.

Winners should be held until the fundamentals that make them winners begin to weaken or until the price runs too far ahead of the earnings, causing a decline in value. Stocks trade on the anticipation of future growth. At times the anticipation vastly outpaces the growth and even the growth potential. Add the news of weaker earnings to that anticipation and the stock price gets hammered down hard. The winner stock becomes a loser. Losers are taking money from the investor and should be sold and forgotten until they stabilize and rebuild the fundamental strength necessary to be winners..

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