Vinodhini is a developer advocate at Treeverse, the company behind lakeFS. She is a data practitioner with 6+ years of experience working for companies like Apple, Nike and NetApp, and has a blend of data engineering, machine learning and business analytics expertise. Vinodhini is an avid public speaker and an ardent toastmasters member.
To efficiently apply the necessary changes to a pipeline requires running it parallel to production to test the effect of a change. Most data engineers would agree that the best way to do this is far from a solved problem.