One of the main criteria to building and implementing successful DevOps pipelines is Continuous Testing based on Test Automation. One of the most overlooked and under planned aspects of developing test automation is designing and architecting the “ecosystem” or Test Automation Framework required to build consistent, scalable test automation that generate repeatable results. In my presentation, I discuss the key ingredients of TAFs including my experience transforming my organization from waterfall to agile to DevOps.