Jim Mullady is a Sales Engineer at Coralogix, where they build machine-learning-powered logging integrated with your CI/CD pipelines.

He's seen logging and monitoring evolve throughout his career. Jim says as an industry, we're moving from looking at logging only after an incident to looking at logs and squashing bugs ahead of the incident. 

Machine learning is a major part of this shift in both detecting an upcoming issue from anomalies and detecting what's a real issue vs. noise.