Abstract: Systems, methods, and devices for data extraction and data ingestion. A method includes receiving a search request comprising a product descriptor and searching a plurality of vendor websites to identify a plurality of product listings that each comprise information matching the product descriptor. The method includes extracting data from each of the plurality of product listings, wherein the extracted data comprises unstructured data. The method includes providing at least a portion of the extracted data to a machine learning algorithm trained to identify one or more unique part attributes within the portion of the extracted data. The method includes determining whether two or more of the plurality of product listings are duplicate product listings based on the one or more unique part attributes identified by the machine learning algorithm.