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DevConf.US 2019 has ended
DevConf.us 2019 is the 2nd annual, free, Red Hat sponsored technology conference for community project and professional contributors to Free and Open Source technologies held at the Boston University in the historic city of Boston, USA.

When: Thursday, August 15 to Saturday, August 17, 2018

Venue: Boston University, George Sherman Union Building
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Thursday, August 15 • 10:50 - 11:35
AIOps: Anomaly detection with Prometheus and Istio

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As IT operations become more agile and complex, at the same time the need to enhance operational efficiency and intelligence grows. Monitoring applications and kubernetes clusters with Prometheus has become quite common. Yet identifying relevant metrics and thresholds for your setup is getting harder.

In this talk, Marcel will show the tooling used to collect and store metrics gathered by Prometheus for the long term. Then analyze those on a large scale for extracting trends and seasonality but also forecasting of expected values for a given metric. Finally, he will integrate the predicted metrics back into the Prometheus monitoring and alerting stack to enable dynamic thresholding and anomaly detection.
Speakers
avatar for Marcel Hild

Marcel Hild

Manager, Red Hat
Marcel Hild has 25+ years of experience in open source business and development. He co-founded a Linux consulting company, worked as a freelance developer, a Solution Architect for Red Hat, and core Developer for Cloudforms, a Hybrid Cloud Management tool. Now he researches the topic... Read More →

Thursday August 15, 2019 10:50 - 11:35 EDT
Terrace Lounge GS Union, BU
  Machine Learning & Big Data

Attendees (36)