May 21 · 4 min read · Yesterday, we shined a light on our cluster metrics using Prometheus and Grafana. We learned if something is broken. But when an API throws a 500 Internal Server Error, metrics won't tell you the exac
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Mar 3 · 11 min read · Log Management Tools: ELK Stack, Loki, and Cloud Alternatives Logs are the most expensive part of most observability stacks. Not because the tools are expensive (though they can be), but because logs are verbose by nature. Every HTTP request, every d...
Join discussionFeb 12 · 8 min read · Why Traditional Log Aggregation Fails at Modern Scale Elasticsearch and similar full-text indexing systems were designed when log volumes were measured in gigabytes, not terabytes. Their architecture requires indexing every field in every log line, c...
Join discussionFeb 12 · 8 min read · Article Metadata { "seo_title": "Log Aggregation 2026: ELK Stack vs Loki Comparison Guide", "meta_description": "Compare ELK Stack and Loki for log aggregation in 2026. Learn modern implementation patterns, TypeScript solutions, and best practice...
Join discussionFeb 12 · 8 min read · Article Metadata { "seo_title": "Log Aggregation 2026: ELK Stack vs Loki Comparison Guide", "meta_description": "Compare ELK Stack and Loki for log aggregation in 2026. Learn modern implementation patterns, TypeScript solutions, and best practice...
Join discussionFeb 12 · 6 min read · Loki Log Aggregation: Grafana Log Management The Bug We Couldn't Reproduce (Until We Fixed Our Logging) Users complained about errors we couldn't see. Our logs were useless. Here's what changed everything. Table of Contents Modern Logging 2026 Archi...
Join discussionFeb 10 · 11 min read · Introduction Have you ever had that sinking feeling when a teammate asks, “Who updated the production server?“ and the room goes silent? Or perhaps you’ve experienced the “works on my machine“ curse, where a deployment fails because a manual configur...
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Feb 1 · 2 min read · Installing Prerequisites Helm is needed. Below I chose to install it to my local ~/bin directory as that is my ${PATH}: $ curl -fsSL --output /tmp/get-helm-3 "https://raw.githubusercontent.com/helm/he
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Jan 8 · 9 min read · Stop running the containers, blindly. A step-by-step runbook for deploying the LGTM Observability stack (Loki, Grafana, Tempo, Prometheus) via GitOps. In Part 1, we laid the foundation: a cost-optimized GKE cluster with modern networking using Gatewa...
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