The Future of Data Engineering

There's just going to be I think a fusion of software engineering data engineering and ML engineering. Data really in the past eight existed in sort of a one way life cycle right where you know it kind of starts it's created and it goes somewhere else and it becomes a report. And then who knows what happens to maybe decisions made but that it's a very fuzzy feedback cycle in that respect. But now you know with the rise of data powered applications you know whether that's you know analytical data or that's machine learning. This goes right back into the application and so I feel like software engineers and engineers and ML engineers at some point are beginning to become basically the similar type of person.