The Data Weaver is a Python tool that offers a simple to use, clean and robust platform for integrating heterogeneous datasets, both Spatial and tabular, to form a unified new dataset. The Data Weaver bridges the gap scientist's encounter of unavailable ready to analyze unified datasets that can be used for multidimensional feature analysis.