Various of the disclosed embodiments present systems and methods for generating consolidated job postings from disparate originating sources and formats. Applying an Extraction Transform Load (ETL) framework to the incoming data, a parallel and asynchronous as well as scalable approach to distributing job posting information is presented. “Extraction” may involve the recognition of salient information in the disparate formats (e.g., in employment listings on company webpages). During “transformation”, the information may be reformatted into a universal format or into a format suitable for use at a given destination system. During “loading”, the reformatted data may be supplied to a suitable destination system, e.g., the Application Programming Interface (APIs) of a job board system. Applications in related domains and various optimizations are also discussed.