Developing and testing autonomous driving (AD) systems requires the analysis and storage of more data than ever before. Next-generation Automotive enterprises are fully data-driven. They are focused on unlocking and activating the intrinsic value of the data in their development cycle using the combined practices of continuous integration (CI) and continuous delivery (CD). In this process the data can be created and accessed at the core or on the edge. Modern data loggers capture huge amounts of scenes and scenario data with smart recording technology under the control of a cloud-based AV fleet management solution.