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Efficient Ops
Efficient Ops
Feb 18, 2020 · Operations

How Intelligent Ops Transforms Monitoring: Multi‑Dimensional Anomaly Detection & Smart Alert Merging

This article presents the 2019 GOPS Global Operations Conference talk by Gong Cheng, detailing how intelligent monitoring leverages multi‑dimensional anomaly detection, machine‑learning‑based alert merging, knowledge‑graph construction, and root‑cause analysis to automate and improve large‑scale IT operations.

Anomaly DetectionKnowledge Graphalert merging
0 likes · 22 min read
How Intelligent Ops Transforms Monitoring: Multi‑Dimensional Anomaly Detection & Smart Alert Merging
58 Tech
58 Tech
Mar 25, 2019 · Operations

Alarm Convergence, Merging, and Self‑Healing in the 58 Monitoring Platform

The article describes how the 58 monitoring platform reduces alarm storms through alarm convergence, intelligent merging using Gini‑based decision trees, and automated self‑healing, thereby improving alert quality, cutting noise by about 70%, and helping engineers resolve incidents faster.

alarm convergencealert mergingmonitoring
0 likes · 9 min read
Alarm Convergence, Merging, and Self‑Healing in the 58 Monitoring Platform