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familiar with the process and turn it into a daily routine, you can begin to develop more powerful thinking habits that will serve you for the rest of your life.

Many organizations have failed in their data warehousing efforts Some have struggled for years, while others have failed in a big and highly visible way Some data warehouses have not failed outright, but have never achieved their full potential While each case has unique characteristics, several common themes regularly contribute to failure or the lack of total success

Update Sequence Numbers (USNs)

There are still many companies who invest in building a data warehouse by pulling data from core operational systems into a common database, expecting that the business will then begin to use it This is a good exercise in data movement and organization, but an approach that rarely leads to success The data is organized in ways that are not tied to actual business needs and requirements This is an approach that seems safe from a systems perspective All design and development work is done without venturing into the business community The belief is that once the data is organized, the business can be consulted to determine how to deliver it to them This approach does not take into consideration what the business community is really doing and wants to do in the future It is also limited to the way that data is captured and stored in the underlying operational systems The reality of the business often differs from what is captured Data is grouped and reported in ways that may not be re ected in the underlying systems Such an approach also requires a large investment in infrastructure and building this database before there is any link to business value This was once a very popular approach to data warehousing, but it is no longer a leading one Unfortunately, many organizations are already well on their way to building this type of data warehousing environment

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Another concept you need to understand is Update Sequence Numbers (USNs). The Active Directory uses USNs, which are 64-bit numbers, in order to keep track of changes that occur to objects in the Active Directory. When an object is changed, its USN is updated so that all other domain controllers have an outdated USN for that object. By using USNs and updating them when database changes occur, domain controllers know they must receive replication data in order to update their databases. Each domain controller maintains a USN table that lists all of the USN numbers. When replication occurs, the USN table is checked for outdated USNs. Only the highest USN is stored to ensure that only the most current data is saved in the database. When you examine an Active Directory object s properties, such as a user account, you can click the Object tab and see the original USN and the current USN for the object, as shown in Figure 13-2.

The great trick of preparing for anything is to think about what you need to achieve the perfect result rather than focusing and worrying about what might go wrong. The latter has a place in planning, but it is a lot less significant than you might believe. In Neuro-linguistic Programming for Dummies, the authors (one of whom is Kate) describe a powerful planning tool called Well-Formed Outcome, which is a very effective way of thinking about any result you want to achieve. The tool describes seven conditions that any decision or goal must satisfy in order for you maximise your chances of achieving it. You can understand these conditions most easily if you consider them as the following list of seven questions.

1

If you do not see an Object tab, then in the Active Directory Users and Computers tool, click View Advanced. The Object tab will appear.

R E C O M M E N D A T I O N It is never too late to gather business requirements,

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