Daily Dose of DevOps — SLI definition: without alert fatigue
SLI definition: without alert fatigue A platform capability becomes dangerous when ownership is implicit but authority is broad. For sli definition…
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Daily Dose of DevOps — Kubernetes observability: for regulated workloads
Kubernetes observability: for regulated workloads Scale converts an informal convention into an outage mechanism. For kubernetes observability for r…
RAG Evaluation & Monitoring: Metrics, Frameworks & Production Observability
RAG Evaluation & Monitoring: Metrics, Frameworks & Production Observability Comprehensive guide to evaluating and monitoring Retrieval-Augme…
Google says on-call needs eight engineers. You have three.
TL;DR. Google's SRE book works out that a 24/7 on-call rotation needs at least eight engineers. A team of two or three cannot reach that number, so…
How to Build Startup Uptime Monitoring: 4 Postgres Healthcheck API Signals
Build the startup uptime monitoring API around four separate signals: an external probe, an internal healthcheck endpoint, a cron deadline, and a du…
Small SaaS Node Uptime Monitoring 2026: Cost Attribution for Health Endpoints
TL;DR: For a small fintech SaaS, start with one external probe in each customer region, one dead-man signal per scheduled job, and narrowly scoped a…
What Is RobotOps? A Practical Guide to Managing Robots in Production
Introduction Building a robot is only the beginning of a robotics project. Once that robot enters a factory, warehouse, hospital, or another real en…
A Late-Night Beszel Setup Exposed One Docker Monitoring Tradeoff
I opened henrygd/beszel during a short coding break because I wanted something lighter than a full observability stack for a few self-hosted servers…
Enterprise AI Observability & Optimization (Part 2): Monitor & Observability — Org-Wide Usage, Team Attribution & Real-Time Auditing
In Part 1 , we established how to implement a universal capture layer across Gemini CLI, Antigravity, Claude Code, Cursor, Codex, and API proxies wi…
Why a ticket-availability monitor is a state machine, not a scraper
A ticket calendar looks like an easy automation target: request a page, search for a date, and send an email when it appears. That implementation wo…
Building a server monitoring SaaS on Cloudflare Workers — architecture, decisions, mistakes
TL;DR Pulse is a server monitoring SaaS I built as a solo founder for Latin American small businesses. It runs entirely on Cloudflare Workers + Turs…
What the GitHub Outage Taught Us About Authentication Retries
On August 17, 2026, GitHub went through a rough day. For nearly eight hours, large parts of the platform struggled. API requests, Actions, pull requ…
I built PulseVault to monitor websites. Looking for feedback.
Hi everyone, I've been building PulseVault, a website monitoring platform that helps website owners detect downtime, SSL issues, broken forms, and p…
Your eval monitor fired on four days this week. At your sample size, that was the most likely count
A team I compared notes with recently runs continuous evals on production traffic: an LLM judge scores a sample of traces, the scores land on a dash…
Your Homepage Can Be Up While Signup Is Broken
Most uptime checks answer a narrow question: did the homepage return a successful response? That is useful, but it is not the same as knowing whethe…
Building Trust Through Transparency: Why Mifugo Added a Public Status Page
When you're building software for farmers, you're building software for people whose livelihood depends on it. A feed log missed at 6 AM isn't just…
How to Write an Incident Postmortem in 2026 (With Template)
A postmortem turns an outage into something your team learns from instead of repeats. Here is the structure, why blameless matters, and a template y…
My 06:30 cron has never once started at 06:30
I keep a public repo whose only job is to watch how GitHub Actions treats schedule: triggers. 18 workflows, a few deliberately pathological. The num…
Manage OTel Collectors at Scale with OpAMP
If you run more than a handful of OpenTelemetry Collectors, you already know the pain: a config change means SSHing into boxes, redeploying DaemonSe…
AgentATC
Track 3: AI & Agent Observability — "Agents of SigNoz" Hackathon (WeMakeDevs × SigNoz, July 2026) The Problem Every team at a hackathon like thi…
Un-Blackboxing vLLM: Building an AI SRE Copilot & FinOps Gateway with SigNoz
Un-Blackboxing vLLM: Building an AI SRE Copilot with SigNoz When moving from external APIs (like OpenAI) to self-hosted open-source models, develope…
Protect Your Python Bots From Failing Over and Over Again
Stop Your Python Bots From Crashing: Complete Reliability Guide Every bot crashes eventually — a malformed API response, a rate limit, a dependency…
Building Telemetry Tracker: An Open-Source Alternative to Sentry and PostHog
For the past few months, I've been spending most of my free time building Telemetry Tracker. It started with a simple question: Every project I work…
Steer by Intent, Monitor by Exception
The most expensive thing you can do with an AI agent is watch it. Not audit it. Not review its output. Watch it -- step by step, approval by approva…
Introducing RegionCheck: Test Endpoints from AWS, Azure, and Google Cloud Regions
Today I'm excited to launch RegionCheck , a tool for testing, monitoring, and debugging endpoints from cloud regions around the world. The idea is s…
I Built a Self-Hosted AI Incident Diagnosis Tool That Only Returns a Root Cause When Multiple Diagnoses Agree
Most AI incident diagnosis tools will happily produce a root cause even when the evidence is weak. Argus takes a different approach. When an anomaly…
What Indie SaaS Founders Should Monitor Before Users Complain
Before your first 100 customers, monitoring can feel like something you will set up later. You are still building features. You are still finding po…
Built an AI-powered monitoring tool for web apps — would love feedback from devs
Hey devs 👋 I recently built a side project called Pulseboard, and I’m sharing it here to get honest feedback from fellow builders. It’s a website an…
Laravel Nightwatch: First-Party APM and What It Actually Replaces
Book: Decoupled PHP — Clean and Hexagonal Architecture for Applications That Outlive the Framework Also by me: Thinking in Go (2-book series) — Comp…
Why I Built Ravn: The Real Cost of Python Error Monitoring
Half a year ago, I started building a side project. Nothing super special, a simple Flask API with a database and a frontend. Early on, I wanted to…