Observability & SRE

Metrics, logs, tracing, error budgets, and reliability engineering culture.

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dev.to > apsis-cc > observabilidade-o-que-e-metricas-vs-logs-vs-traces-e-a-stack-prometheus-loki-grafana-2136

Observabilidade - o que é, métricas vs logs vs traces e a stack Prometheus + Loki + Grafana

2+ hour, 6+ min ago   (313+ words) Por muito tempo, "monitorar" um sistema significava basicamente uma coisa: configurar alguns alertas (CPU alta, disco cheio, processo caiu) e torcer para que eles cubram os problemas que realmente vão acontecer. Isso funciona enquanto o sistema é simples e as…...


dev.to > apsis-cc > prometheus-na-pratica-scraping-o-endpoint-metrics-e-uma-mini-app-python-expondo-metricas-2j08

Prometheus na prática - scraping, o endpoint /metrics e uma mini app Python expondo métricas

2+ hour, 6+ min ago   (344+ words) No primeiro artigo desta série, subimos Prometheus, Loki e Grafana com Docker Compose, mas sem nenhuma aplicação real enviando dados — o Prometheus só monitorava a si mesmo. Este artigo resolve isso: vamos entender como o Prometheus efetivamente coleta métricas de…...


dev.to > bulwark-advisory > security-telemetry-on-a-budget-building-a-practical-elastic-baseline-for-a-growing-product-team-lgb

Security Telemetry on a Budget: Building a Practical Elastic Baseline for a Growing Product Team

7+ hour, 22+ min ago   (989+ words) Security Telemetry on a Budget How a growing product team turned the Elastic stack it... Tagged with security, kubernetes, devsecops, elasticsearch....


dev.to > gcesoftware > how-to-monitor-cron-jobs-with-a-simple-http-health-check-55jb

How to Monitor Cron Jobs with a Simple HTTP Health Check

7+ hour, 48+ min ago   (409+ words) Cron jobs are great for automating repetitive tasks, but there is one problem: What happens when the job stops running? A cron entry can exist for months without anyone noticing that the script has started failing. For example, you might…...


globalbankingandfinance.com > why-ai-observability-is-becoming-a-core-enterprise-technology-capability

Why AI Observability Is Becoming a Core Enterprise Technology Capability

2+ day, 23+ hour ago   (644+ words) Sunday, 20 September 2026 Enterprise artificial intelligence is moving into a different phase. The question is no longer only whether a model can produce a useful answer in a controlled test. Increasingly, the question is whether an AI-enabled system can be understood,…...


dev.to > stark_zhuang_df5076f35c68 > port-6443-in-the-wild-measuring-public-kubernetes-api-endpoint-exposure-3a89

Port 6443 in the Wild: Measuring Public Kubernetes API Endpoint Exposure

8+ hour, 40+ min ago   (526+ words) This article answers that question with a ZoomEye measurement and then separates what the number proves from what it does not. The measured result is an exposure count, not a vulnerability count. A host that answers on TCP port 6443 has…...


dev.to > lugerlogic > lab-notes-kubernetes-the-hard-way-for-real-this-time-step-07-4hna

[Lab Notes] Kubernetes the Hard Way, For Real This Time (Step 07)

10+ hour, 8+ min ago   (107+ words) Continuing my Kubernetes the Hard Way homelab build. Steps 01-06 are already done, this covers step 07. This step sets up the etcd cluster. From what I understand, etcd is basically Kubernetes' database, it's where the "state" of the whole cluster gets…...


railway-news.com

EULYNX-Based Object Controller and CTC System in the Digirail Project

2+ day, 21+ hour ago   (629+ words) The Digirail project introduces the first commercial ERTMS/ETCS Level 2 track section in Finland on the Tampere–Rauma/Pori line. The project is part of Finland’s national railway renewal programme, where signalling and train control are being modernised through a…...


dev.to > mars70s > 10-hours-and-around-two-weeks-are-not-the-same-kind-of-number-5123

"10 hours" and "around two weeks" are not the same kind of number

12+ hour, 34+ min ago   (416+ words) In September 2026, Palo Alto Networks Unit 42 published a case involving an AI-assisted intrusion into an enterprise network. The article includes figures like "less than 10 hours," "more than 50 MITRE ATT&CK techniques," and "around two weeks" for what a human operator…...


dev.to > anilloutombam > incident-context-tracing-production-failures-without-guessing-5b6i

Incident Context: tracing production failures without guessing

12+ hour, 24+ min ago   (200+ words) This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content.... Tagged with devchallenge, sanitychallenge, sanity, ai....