A method, a processing device and a computer program product are provided. Based on parameters pertaining to a data source, a first processing device may determine whether a data source is a known data source. If the data source is determined to be the known data source, then the first processing device sends respective configuration information to multiple processing devices. The respective configuration information being based on configuration information from a previous integration and configuring the multiple processing devices as an operational data pipeline to extract data from the known data source, transform the extracted data to a first data model employed by a data system, and load the transformed data into the data system.