Observability and Continuous Delivery Pipelines in Machine Learning

The data could feed into any machine learning a system that you might be interested in, especially time series systems. One kind of maybe non or a typical, non standard use is people instrumenting their continuous delivery pipe lines. I see a lot of potential for other things here as well. You know, these metrics could be aggregated. It wouldn't surprise me to learn that there's a machine learning engineer somewhere doing like predictive system maintenance from iot devices. But this is one case that i have seen people getting more interested in.