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Extracting the data can be a lot harder than it sounds The business needs information about the latest transactions, or those that have been processed since the last time the ETL system was run It is also necessary to get the reference data that describes those transactions For example, if an existing customer moved but has since purchased more products, you need to know the details about the customer s new location and still get the purchase transaction(s) The challenges in extracting data are directly related to the ability of a source system to provide new business transactions and supporting reference data Some systems identify when changes have happened and can easily share the data Other systems effectively do what is necessary to complete the transaction but are not designed to keep track of what has changed This may mean that the data warehouse gets a copy of the entire customer le, and the ETL system needs to gure out what has changed Clearly, there is a signi cant difference in the amount of work required to sift through the entire customer le versus getting details about only those customers who have updated information The ETL developers need to coordinate their work with that of IT teams who work with the source systems where ata is to be extracted These other application development and support teams may be overwhelmed by their own work If so, the requests from the data warehouse team are just more work added to an already overloaded schedule. 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QR Code JIS X 0510 .Check the existence of dimension reference data for each sales transaction: This means that the critical descriptive data such as the product, customer, and sales date are valid Transactions can ow through the sales system with missing or invalid customer identi ers There must be a set of rules for how to handle each special case that is observed on the transaction It is also critical to ensure that there is a row in the dimension table for each instance that is used for a transaction This is known as referential integrity Assign appropriate data warehouse identi ers: Once the critical reference data has been validated, the identi ers must be changed from those used by the underlying source systems to hose used in the data warehouse environment, the surrogate keys Validate fact elds: Although the actual facts will be speci c to each transaction, there are often general guidelines that can be checked to determine if the fact is accurate For example, a sales transaction of zero units may indicate that this is not an actual sale A single sales transaction for an amount that is greater than the average weekly sales for the entire company is probably a data error. 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ECC200 Maker In .NET Framework Using Barcode creation for .If the le "importanttxt" does not exist, this will create an empty le with that name to receive your program s output; if the le already exists, then all the output from your program will be appended to the end of the le, so that old data in the le is not lost This is illustrated in Display 122 The second argument ios::app is a e ned constant in the class ios The class ios is de ned in the <iostream> library (and also in some other stream libraries) The de nition of the class ios is placed in the std namespace, so either of the following will make ios (and hence ios::app) available to your program:.Related: .NET Winforms Barcode Generation , ASP.NET Barcode Generating , .NET Barcode Generation how to data from each source Each source system may have different customer identi ers, sometimes called the production identi ers (IDs) or codes For example, there must be a mapping indicating that the production ID for the customer ABC in the sales system is the same customer identi ed as 1003XJ in the accounting system Creating and maintaining this map is a critical part of the overall transformation process that enables integration of data from different sources/systems Identify and eliminate duplicate customers: It is common to nd the same customer in each of the different data sources However, it may be the case that the same customer can be in data from the same data source For example, there may be data for a customer named Laura Reeves and for a customer named L L Reeves By looking at the last name, variations of the rst name and initial, and other differentiating data such as date of birth and home address, you can determine whether this is indeed the same person This processing is often called de-duplicating or de-duping the data Restructure the data: The customer data must be reorganized to t into the target database design Handle errors: Throughout the processing of the customer reference data, rules are applied to accomplish the necessary function If for some reason there is a problem processing the data, then a determination must be made about what to do next Previous data pro ling may have already captured what should be done Some errors are minor and may simply require a default value being placed into the customer loyalty eld In other cases, the error may be severe enough that a customer cannot be identi ed anywhere The business may require that the customer (and then any associated transactions) be placed in a parking lot for further review and not loaded into the data warehouse at all The number of errors and how they are handled depends upon how the business needs to see the data Figure 10-1 shows a high-level view of the processing required to build this simple example of a Customer dimension Similarly, there are common functions that are performed to process incoming transaction data to produce the fact tables These are explained in the context of processing customer sales transactions Common functions include the following: Isolate transactions of interest: Depending upon how the data is provided from the source system, some rocessing may be required to isolate the transactions that are needed to populate the sales fact table The sales system may process other transactions such as product returns or inventory adjustments If these are not needed to create the sales fact. vb.net code 128 reader Reading Barcodes in C# & VB . 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