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Ops Community
Ops Community
Aug 26, 2026 · Operations

How to Diagnose Intermittent Packet Loss Using mtr, ss, and tcpdump

This guide walks you through a systematic, layer‑by‑layer approach to pinpointing occasional network packet loss by examining application logs, checking TCP connection stats with ss, reviewing kernel counters, tracing routes with mtr, and analyzing traffic with tcpdump, then applying targeted fixes.

LinuxNetwork Troubleshootingmtr
0 likes · 32 min read
How to Diagnose Intermittent Packet Loss Using mtr, ss, and tcpdump
Ops Community
Ops Community
Aug 22, 2026 · Operations

Five Overlooked Runtime Risks When Deploying Large Language Models on Kubernetes

Deploying large‑model inference services on Kubernetes can hide five critical runtime risks—such as premature traffic before model loading, GPU memory overflow, LivenessProbe mis‑kills, slow HPA scaling, and missing logs—that only surface under production load, leading to timeouts, crashes, and costly debugging.

AIGPUHPA
0 likes · 33 min read
Five Overlooked Runtime Risks When Deploying Large Language Models on Kubernetes
Ops Community
Ops Community
Aug 20, 2026 · Artificial Intelligence

Why a Decreasing Loss Isn't Enough: Critical Logs and Metrics for Large‑Model Training

In large‑model training, a smooth loss decline is only a necessary condition; the article explains which additional logs—learning‑rate, gradient norm, parameter updates, validation metrics, throughput, GPU usage, and checkpoint status—must be monitored and how to diagnose common issues with concrete code examples.

GPU utilizationPyTorchcheckpointing
0 likes · 22 min read
Why a Decreasing Loss Isn't Enough: Critical Logs and Metrics for Large‑Model Training
Ops Community
Ops Community
Aug 19, 2026 · Operations

Why Prometheus Metrics Have High Cardinality and How to Fix It

The article explains why Prometheus metric cardinality explodes, how it impacts memory, storage and query performance, and provides a step‑by‑step troubleshooting guide with concrete examples, code snippets, mitigation strategies, validation methods, and best‑practice recommendations for SREs.

AlertingPrometheusTSDB
0 likes · 24 min read
Why Prometheus Metrics Have High Cardinality and How to Fix It
Ops Community
Ops Community
Aug 7, 2026 · Operations

Node Exporter Metrics Explained: CPU, Memory, Disk & Network Monitoring

This guide walks through a systematic investigation of Node Exporter metrics—starting with verifying the scrape pipeline, then analyzing CPU, memory, disk, and network data using PromQL queries, command‑line checks, and alert‑rule examples—to help operators pinpoint resource bottlenecks and configure reliable monitoring.

AlertingCPUPrometheus
0 likes · 25 min read
Node Exporter Metrics Explained: CPU, Memory, Disk & Network Monitoring
Ops Community
Ops Community
Aug 6, 2026 · Operations

Secure SSH Login: Disable Passwords, Change Port, and Restrict IP

This guide walks you through a step‑by‑step hardening of SSH on RHEL/Ubuntu servers, covering password‑authentication disabling, port migration, IP‑based access control, SELinux labeling, firewalld rule updates, backup procedures, verification from alternate terminals, rollback planning, and ongoing audit practices.

LinuxRHELSELinux
0 likes · 28 min read
Secure SSH Login: Disable Passwords, Change Port, and Restrict IP
Ops Community
Ops Community
Aug 5, 2026 · Operations

Linux Kernel Sysctl Tuning Checklist – Proven Steps to Improve Performance

This article debunks the myth that simply copying a sysctl.conf yields a 30% boost, and presents a rigorous engineering loop—baseline measurement, hypothesis formulation, gray‑scale changes, observation of side effects, and rollback—along with detailed scripts, metrics, and per‑parameter guidance for memory, network, file handles, and more.

Linuxkernel parametersmonitoring
0 likes · 37 min read
Linux Kernel Sysctl Tuning Checklist – Proven Steps to Improve Performance
Ops Community
Ops Community
Jul 29, 2026 · Operations

Terraform State Management: A Pitfall‑Avoidance Guide

This guide walks through Terraform state fundamentals, remote S3 backend setup, versioning, locking, workspace isolation, backup strategies, plan validation, migration, import, address refactoring, and recovery procedures, providing concrete commands and safety checks to prevent accidental resource recreation or loss.

BackupCI/CDMigration
0 likes · 20 min read
Terraform State Management: A Pitfall‑Avoidance Guide