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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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Recent Articles

Latest from Ops Development Stories

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Ops Development Stories
Ops Development Stories
Nov 6, 2024 · Cloud Native

Koordinator vs Crane: Which Scheduler Optimizes Kubernetes Resource Usage?

The article examines how native Kubernetes scheduling based solely on resource requests leads to waste and imbalance, compares the open‑source crane‑scheduler and koord‑scheduler architectures, explains practical configuration of Koordinator, and provides step‑by‑step testing procedures to achieve load‑aware scheduling.

Cloud NativeKoordinatorKubernetes
0 likes · 7 min read
Koordinator vs Crane: Which Scheduler Optimizes Kubernetes Resource Usage?
Ops Development Stories
Ops Development Stories
Oct 21, 2024 · Cloud Native

How Koordinator Enhances Kubernetes Scheduling for Mixed Workloads

Koordinator is a QoS‑based Kubernetes scheduler that boosts efficiency and reliability for latency‑sensitive services and batch jobs, offering fine‑grained resource coordination, flexible priority classes, load‑aware scheduling, and integrated monitoring tools to maximize cluster utilization.

KoordinatorKubernetesLoad-Aware Scheduling
0 likes · 33 min read
How Koordinator Enhances Kubernetes Scheduling for Mixed Workloads
Ops Development Stories
Ops Development Stories
Sep 19, 2024 · Artificial Intelligence

How to Connect Qwen LLMs with Higress AI Gateway: A Hands‑On Guide

This tutorial walks through setting up a local k3d cluster, installing Higress, and using its AI plugins—including AI Proxy, AI JSON formatter, AI Agent, and AI Statistics—to integrate and observe Alibaba Cloud's Qwen large language models across various use cases such as weather and flight queries.

AI GatewayAI PluginsHigress
0 likes · 30 min read
How to Connect Qwen LLMs with Higress AI Gateway: A Hands‑On Guide
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 OpsAutomationLarge Language Models
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.

Prometheusapi monitoringbackend
0 likes · 18 min read
How to Build a Flexible API Monitoring Exporter with Gin-Vue-Admin and Prometheus