In collaboration with MIT and QCRI, we are building an end-to-end pull-based data preparation system that is composed of a data discovery, data stitching, and data cleaning component. Our group is building a workflow generator component that will be able to suggest the appropriate cleaning pipeline by analyzing previously pulled and cleaned datasets.