Techniques for application data scrubbing, reporting, and analysis are presented. A plurality of data sources are analyzed in accordance with their schemas and matching rules. Merging rules are applied to merge a number of data types across the data sources together. A report is produced for inspection and a master data source is generated. The processing can be iterated with rules modified in response to the report for purposes of refining the master data source.
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