1. A computer-implemented method for data quality monitoring, the method comprising: measuring, by a computer, a data quality of loaded data relative to a predefined data quality metric, wherein the loaded data is loaded from a data source that includes a data set comprising a plurality of elements, the measuring comprising: identifying delta changes in the loaded data and data quality rules relative to a previous measurement of the data quality of the loaded data; applying a logical calculus defined in the data quality rules to the identified delta changes; decomposing a selected quality rule into single terms and projecting the terms onto a tree structure with each node of the tree structure corresponding to one individual term of the selected quality rule; and applying each individual data column to the tree structure resulting in an intermediary column cache for each node containing an intermediate result of a selected operation.