We firmly believe that DataOps starts with the truest principles of DevOps, Agile, Lean, test-driven development and total Quality Management. And we then must apply these principles to the unique discipline of data, data warehousing, data lake management and data analytics, which encompasses everything from traditional analytics to machine learning, data science and AI. We believe that the data environments of the future will be unable to function effectively without DataOps.