Systems and methods for extracting data views from heterogeneous data sources in accordance with embodiments of the invention are illustrated. One embodiment includes a method to be performed by a computing system. The method includes receiving first data comprising one or more first data fields associated with corresponding first values, receiving second data comprising one or more second data fields associated with corresponding second values, wherein at least one of the one or more second data fields corresponds to at least one of the one or more first data fields. The method further includes associating one or more of the one or more first data fields and one or more of the one or more second data fields to one or more standard data fields and generating a data view based on the one or more standard data fields.