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Translate fact values for ease of use: The business measures needed for reports may be different from how the data is stored in source systems It is helpful to convert data to a common unit of measure for reporting If a sales transaction records the sale of one case, this may be a case of 24 individual units or perhaps 36 individual units Converting all of the sales to the individual units ensures consistent and meaningful reporting Additionally, many facts work together For example, the number of units sold, price, and dollar amount sold are all useful facts Only two of these need to be stored physically; the third can be calculated on-the- y To make this as fast as possible, it is helpful to store the two facts that are used most often Unravel source system logic: In many instances, the source system has core data stored in a manner to help that system run fast and enable each module to be relatively self-contained This may mean that the pieces that are needed to get a complete picture of a sales transaction may be stored in several places or tables To make things more challenging, there may be no direct links between these tables, although there may be a series of translation and lookup tables that are needed to get to the bottom of things This may be why the data is so hard for you to use in the source system The details are all there, but you need to understand the secret handshakes in order to get to the real numbers The ETL system can apply this logic to provide the real sale numbers to be loaded into a fact table This is done once and then everyone can access these facts without having to learn all of these details Perform complex calculations: Many calculations can be done when creating a report or accessing data in an ad hoc manner However, some calculations may be too complex and long-running to perform on-the- y The ETL system can perform these calculations and store the results as facts, which can then be directly accessed for reporting Figure 10-2 shows a general data ow diagram to build the sales fact table just described In addition to the functions described here, a great deal of work is also required to address anomalies and challenges in the data Often these challenges surface when the ETL system is being developed No matter how carefully the data is pro led in advance or how much detail is included in the design, new and unexpected things will show up in the data The goal is to design the ETL system to be ble to gracefully identify and address the unexpected.

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The ETL system is at the heart and soul of the data warehouse and must be driven by detailed requirements for the data Taking the time to understand and document these requirements helps to design and develop a robust production system A lot of work is done by the ETL system to extract transform, and load the database This chapter introduced the basic functionality of these steps While much of this work is technical in nature, the business perspective must still be represented Business representatives must be involved in de ning business rules for handling the data and a test plan and detailed test cases Once development begins, the business must continue to support the ETL developers by answering questions about the data promptly and enabling cross-functional group decisions when necessary The business needs to continue to provide input and guidance to the technical team members to ensure that the data is prepared properly Continued partnership between business and IT can help each data warehouse project to successfully load high-quality data With the data loaded, it is time to take a closer look at how it can be used The next chapter focuses on delivering data into the hands of the business community. Data Delivery: What you Finally See. QR-Code Generator In Visual Studio .NET Using Barcode printer for .Related: .NET QR Code Generator , Code 39 Generator .NET , Code 128 Generation .NET

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Entering Item detail . . . . . . Editing Checking Transactions . . . . . . . Voiding and Deleting Check Transactions . Printing Checks . . . . . . . . . . . . . . . Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 445 447 447 447 449 450 452 454 455 455 457. 445 447 447 447 449 450 452 454 455 455 457. GTIN - 13 barcode library with .net Using Barcode .Related: .NET Intelligent Mail Generating

ThePub Date: October 31, 2003 most basic environment is a development environment The development environment, as discussed earlier, is where your developers will primarily work This environment is made up of ISBN: 0-321-19444-6 a central server and all the development workstations your developers will be using The Pages: 1136 central development server will run a copy of CMS and SQL Both tools can be loaded on one physical box or they can be separate; the choice is up to you This central CMS server will hold the "master" copy of all the templates and controls that make up your application Because it's not possible to perform "remote" development on CMS (ie, you can't remotely connect to a "This server using VSNET), eachthat you will read to learn about theown copyandCMS, along CMS is one of those rare books developer workstation will have its product of keep rereading to find those tidbits that you missed before" with VSNET Each of the developer workstations will then connect to the central SQL server so Gary Bushey, SharePoint Server MVP In this environment, each developer can develop heir that they can share TGIs and postings component of the application on their individual workstation Once they're done, they either Content Management Server (CMS) is fast becoming a vital content-management tool that copy the component to the central server or simply check it in to the source control utility of helps administrators and developers handle the ever-increasing amount of content on their their choice The development environment will likely be configured to use Windows Web sites However, an authoritative source of product information has been missing until authentication and have guest access disabled Figure 22-1 shows a logical diagram of what now this environment might be like.

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Once the design work has been done, development can begin in earnest This does not mean that the business representatives are off the hook Although a great deal of thought goes into all the work leading to a complete ETL design, there may still be things that require business input As the team begins to work with the actual data, performing good detailed data analysis, there will be more surprises These can be minimized with good data analysis, ETL requirements, and ETL design work up front Data that was expected may not exist Data that was not expected will show up There will be many exceptions Often, with a little legwork, the technical team can gure out what happened and adapt the development appropriately There will also be plenty of times when the business needs to be consulting about what to do next How should it handle invoices for customers that do not exist in the customer master le Although this should not happen, strange things are often found in the real data Adjustments may need to be made to the underlying source system, but the ETL system must know what o do if this ever happens again Should the invoice be loaded with an unknown customer Should the invoice be held for further research The development team can do either, but the business needs to de ne what they are expecting to see The business team members will have fewer daily tasks assigned to them, but they will be on call When a problem is found or questions arise about how to understand a business rule that was de ned during the design process, the team needs to be able to get answers quickly They do not want to wait for permission to ask a question that may take ve minutes to answer.

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