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Monday, November 18 • 3:40pm - 4:10pm
Observability at Scale with Neural Networks : A More Proactive Approach - Keshav Peswani, Expedia Group

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Modern observability platforms have evolved beyond simple application logs and now include distributed tracing like Zipkin,haystack etc. While these systems are to detect problems in a manual fashion, combining them with real-time intelligent alerting mechanisms with accurate alerts helps in automated detection of these problems.In this talk,we will demonstrate how we scaled our system in real time to ingest ever-increasing terabytes of tracing data in production and use it for trending service errors/latencies. With this increasing number,there felt the need to have a real time intelligent alerting and monitoring system to move towards 24/7 reliability. We will talk about how we use neural networks on telemetry data and perform anomaly detection, including a deep dive into the architecture for the automated training pipeline and online compute using kstreams in a cost effective manner

Speakers
KP

Keshav Peswani

Senior Software Development Engineer, Expedia Group


Monday November 18, 2019 3:40pm - 4:10pm
Marriott Marquis San Diego Marina - San Diego Room B/C 333 W Harbor Dr, San Diego, CA 92101, USA
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Attendees (5)