I think there is enormous upside to applying machine learning techniques to our system monitoring events. Correlating different events across components and time is like a tedious game of memory. A purpose built Machine Learning system should be able to suggest correlations out of the box. The best part will be freeing our developers to focus on solutions rather than reacting to problems.

Every Site Reliability Engineer (SRE) knows that the more DevOps tools you use to ensure adequate monitoring coverage, the more likely you'll end up overloaded with alerts and data analysis tasks. Paradoxically, this avalanche of alerts and data might actually cause you to miss precisely the issues you are trying to identify. To help in this situation, SignifAI delivers powerful real-time and predictive insights to DevOps teams by correlating their event, log and metrics data using a combination of artificial intelligence, machine learning and the team's own expertise. SignifAI offers 60 integrations right out-of-the-box with technologies like AWS, New Relic, AppDynamics, Nagios and Pager Duty. The available integrations cover the most popular DevOps tools used for infrastructure, application, notification, collaboration and deployment tasks.

Every Site Reliability Engineer (SRE) knows that the more DevOps tools you use to ensure adequate monitoring coverage, the more likely you'll end up overloaded with alerts and data analysis tasks. Paradoxically, this avalanche of alerts and data might actually cause you to miss precisely the issues you are trying to identify. To help in this situation, SignifAI delivers powerful real-time and predictive insights to DevOps teams by correlating their event, log and metrics data using a combination of artificial intelligence, machine learning and the team's own expertise. SignifAI offers 60 integrations right out-of-the-box with technologies like AWS, New Relic, AppDynamics, Nagios and Pager Duty. The available integrations cover the most popular DevOps tools used for infrastructure, application, notification, collaboration and deployment tasks.

JP Emelie Marcos is the co-founder and CEO of SignifAI, a VC-backed DevOps start-up currently in stealth mode. Prior to founding SignifAI, he served as the Chief Operating Officer of Tango, a leading mobile consumer application that reached 400M reg. He lives in Palo Alto, CA with his wife and two children.