Data profiling is concerned with data quality and this entry describes the main data quality categories of Column profiling, Dependency profiling and Redundancy profiling. In most commercial applications data quality is a primary concern as large organizations tend to duplicate data stores, causing redundancy and referential integrity issues. Anyone concerned with software testing data processing systems needs a good grasp of data profiling concepts and techniques.