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November 18, 2019 | San Diego, California
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Monday, November 18 • 1:50pm - 2:20pm
Graph-based ML Anomaly Detection and Insights for Envoy Systems - Anoop Koloth & Hanzhang Wang, eBay

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At eBay, the services have been moving in close to end-users for faster and better experiences. SLB powered by envoy today helps us to address dynamic caching of content on edge across the globe. Monitoring the reliability and availability to the customers is always a top ask. The data and insights generated by Envoy are in-depth and detailed for granular and powerful anomaly detection.

In this talk, the speakers will present on how they managed to build a monitoring system and leveraged data generated from envoy clusters:
(1) Processing billions of hits served from different platforms from worldwide in real-time.
(2) Key Performance Indicators from Envoy ecosystem.
(3) Effective ML solution for proactive monitoring diversified eBay systems.
(4) Graph-based modeling and algorithms to deal with system complexity.
(5) Symbiosis and enhancement with existing SRE solution.

Speakers
HW

Hanzhang Wang

Applied Researcher, eBay
Hanzhang Wang, Applied Researcher at eBay. Interested in and Responsible for Software Engineering Research: to reduce Technical Debt and improve Engineer Productivity; and Service Anomaly and Fraud Detection Research: to ensure Platform Reliability and Prevent Service Abuse.
avatar for Anoop Koloth

Anoop Koloth

Member of Technical Staff, eBay
Anoop Koloth, Member of Technical Staff at eBay. Passionate about solving User problems and better experiences. Pivotal in changing the culture around performance at eBay, competitive pricing, search optimizations. Advocate on dynamic caching at eBay and better native experience for... Read More →



Monday November 18, 2019 1:50pm - 2:20pm PST
Pacific Ballroom 16/17/19
  General Session
  • Session Slides Included Yes