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==Benefits== A data warehouse maintains a copy of information from the source transaction systems. This architectural complexity provides the opportunity to: * Integrate data from multiple sources into a single database and data model. More congregation of data to single database so a single query engine can be used to present data in an [[Operational Data Store|operational data store]]. * Mitigate the problem of isolation-level lock contention in [[transaction processing]] systems caused by long-running analysis queries in transaction processing databases. * Maintain [[Provenance#Data provenance|data history]], even if the source transaction systems do not. * Integrate data from multiple source systems, enabling a central view across the enterprise. This benefit is always valuable, but particularly so when the organization grows via merging. * Improve [[data quality]], by providing consistent codes and descriptions, flagging or even fixing bad data. * Present the organization's information consistently. * Provide a single [[common data model]] for all data of interest regardless of data source. * Restructure the data so that it makes sense to the business users. * Restructure the data so that it delivers excellent query performance, even for complex analytic queries, without impacting the [[operational system]]s. * Add value to operational business applications, notably [[customer relationship management]] (CRM) systems. * Make decision–support queries easier to write. * Organize and disambiguate repetitive data.
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