Raymond Ops
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Raymond Ops

Linux ops automation, cloud-native, Kubernetes, SRE, DevOps, Python, Golang and related tech discussions.

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Recent Articles

Latest from Raymond Ops

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Raymond Ops
Raymond Ops
Jul 3, 2026 · Operations

10 Rookie Ops Mistakes You Must Avoid – A Complete Checklist

This guide walks ops newcomers through the ten most common pitfalls—from accidental rm‑rf deletions and mis‑configured firewalls to unsafe chmod usage—and provides concrete remediation steps, ready‑to‑run shell scripts, best‑practice checklists, and monitoring setups to keep production environments stable and secure.

DevOpsLinuxSecurity
0 likes · 51 min read
10 Rookie Ops Mistakes You Must Avoid – A Complete Checklist
Raymond Ops
Raymond Ops
Jul 3, 2026 · Operations

Practical Guide to Diagnosing and Fixing NFS Mount Failures

This guide explains the NFS protocol, common mount failures, five root‑cause categories, step‑by‑step installation, configuration, verification, detailed error analysis, real‑world case studies, performance tuning, automation scripts, best‑practice recommendations and monitoring techniques for reliable NFS deployments on Ubuntu 24.04 and Rocky Linux 9.5.

AutomationLinuxMount
0 likes · 52 min read
Practical Guide to Diagnosing and Fixing NFS Mount Failures
Raymond Ops
Raymond Ops
Jul 2, 2026 · Operations

How to Monitor Large Model Applications: A Beginner‑Friendly Metric System

This guide walks you through building a production‑grade monitoring solution for large language model inference services using a three‑layer metric hierarchy, Prometheus, Grafana, DCGM Exporter, and custom Python metrics, with step‑by‑step deployment, alerting policies, and real‑world troubleshooting examples.

AI InfrastructureGrafanaPrometheus
0 likes · 42 min read
How to Monitor Large Model Applications: A Beginner‑Friendly Metric System
Raymond Ops
Raymond Ops
Jul 2, 2026 · Information Security

Linux Security Hardening in Practice: 20 Essential Configurations Explained

This comprehensive guide walks you through Linux system hardening by outlining default settings, common pitfalls, and a step‑by‑step checklist of 20 critical configurations covering account policies, SSH, firewall, kernel parameters, file permissions, and audit logging, complete with verification commands, rollback procedures, and real‑world case studies.

AuditComplianceLinux
0 likes · 37 min read
Linux Security Hardening in Practice: 20 Essential Configurations Explained
Raymond Ops
Raymond Ops
Jul 1, 2026 · Operations

Memory Leak Postmortem: Combining free, smem, pmap, and perf for Effective Diagnosis

When a thumbnail service experienced sudden latency spikes and OOM kills shortly after a new release, the author walks through a systematic investigation using free, smem, pmap, and perf to distinguish true memory leaks from page‑cache or shared‑page artifacts, pinpoint the native decoder buffer issue, and outline remediation steps.

KubernetesLinuxPerformance Analysis
0 likes · 29 min read
Memory Leak Postmortem: Combining free, smem, pmap, and perf for Effective Diagnosis
Raymond Ops
Raymond Ops
Jun 30, 2026 · Operations

How to Use SonarQube for Code‑Quality Scanning and Eliminate Bugs

This article explains why code‑quality issues are a major source of technical debt, introduces SonarQube’s multi‑language static analysis, describes its core features such as multi‑dimensional analysis, incremental scans and Quality Gates, and provides step‑by‑step deployment, configuration, CI/CD integration, best‑practice recommendations, troubleshooting tips and monitoring scripts to ensure reliable, secure and scalable code‑quality management in production environments.

CI/CDDevOpsSonarQube
0 likes · 34 min read
How to Use SonarQube for Code‑Quality Scanning and Eliminate Bugs
Raymond Ops
Raymond Ops
Jun 29, 2026 · Cloud Computing

Hands‑On KVM Virtualization: Build an Enterprise‑Grade Private Cloud Platform

This guide walks through the fundamentals of KVM virtualization, compares full and para‑virtualization, details hardware and software requirements, and provides step‑by‑step commands for preparing the host, configuring storage, networking, libvirt, creating and managing VMs, implementing best practices, troubleshooting, monitoring, and backup for a production‑ready private cloud.

DevOpsKVMLibvirt
0 likes · 44 min read
Hands‑On KVM Virtualization: Build an Enterprise‑Grade Private Cloud Platform
Raymond Ops
Raymond Ops
Jun 28, 2026 · Operations

Why Large‑Model Services Keep Running Out of GPU Memory: An Ops View from KV Cache to Concurrency

The article explains why large‑model inference services frequently hit GPU memory limits, breaks down static vs. dynamic memory consumption, shows how KV‑Cache, request length, and concurrency amplify usage, and provides a step‑by‑step troubleshooting and mitigation workflow for production environments.

GPU memoryInference OptimizationKV Cache
0 likes · 26 min read
Why Large‑Model Services Keep Running Out of GPU Memory: An Ops View from KV Cache to Concurrency
Raymond Ops
Raymond Ops
Jun 28, 2026 · Databases

Comprehensive MySQL Replication Lag Troubleshooting Beyond Seconds_Behind_Master

This guide walks through a complete MySQL master‑slave lag diagnosis process, explaining why relying solely on Seconds_Behind_Master is insufficient and showing how to separate IO and SQL thread issues, examine relay logs, detect long transactions, DDL locks, and apply best‑practice configurations and monitoring.

BackupLagMySQL
0 likes · 17 min read
Comprehensive MySQL Replication Lag Troubleshooting Beyond Seconds_Behind_Master