Ops Development Stories
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Ops Development Stories

Maintained by a like‑minded team, covering both operations and development. Topics span Linux ops, DevOps toolchain, Kubernetes containerization, monitoring, log collection, network security, and Python or Go development. Team members: Qiao Ke, wanger, Dong Ge, Su Xin, Hua Zai, Zheng Ge, Teacher Xia.

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Ops Development Stories
Ops Development Stories
Aug 21, 2024 · Operations

How Large Language Models Can Transform Ops Fault Handling: A Practical Guide

This article outlines a typical operations incident workflow, identifies four key stages where large language models can assist, discusses implementation challenges, introduces the Ops framework and Copilot design, and shares practical examples and a real‑world case to help engineers adopt AI‑driven fault management.

AI OpsIncident ManagementOperations
0 likes · 19 min read
How Large Language Models Can Transform Ops Fault Handling: A Practical Guide
Ops Development Stories
Ops Development Stories
Aug 15, 2024 · Backend Development

How to Build a Flexible API Monitoring Exporter with Gin-Vue-Admin and Prometheus

This article walks through extending a simple Prometheus Exporter into a full-featured API monitoring solution using Gin-Vue-Admin, detailing backend task scheduling, database schema, multi-protocol checks (HTTP, TCP, DNS, ICMP), dynamic cron management, and frontend integration for managing and visualizing health metrics.

API monitoringGinPrometheus
0 likes · 18 min read
How to Build a Flexible API Monitoring Exporter with Gin-Vue-Admin and Prometheus
Ops Development Stories
Ops Development Stories
Jun 28, 2024 · Cloud Native

Multi-Cluster Kubernetes: Benefits, Federation, Karmada, and Practical Tips

This article explains why organizations adopt multi‑cluster Kubernetes for high availability, hybrid‑cloud scaling, and fault isolation, outlines the preparatory steps, compares Federation v1 and v2, introduces Karmada as a CNCF project, and shares practical non‑federated deployment, monitoring, traffic management, and migration techniques with code examples.

Cloud NativeDevOpsFederation
0 likes · 18 min read
Multi-Cluster Kubernetes: Benefits, Federation, Karmada, and Practical Tips