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16 articles
AWS hit 99.95% uptime in 2025. If the biggest cloud can't do four nines, your startup can't either. How SLOs and error budgets actually work.
HashiCorp changed the license, IBM bought them, CDKTF got deprecated. Terraform is becoming the COBOL of infrastructure. Here's what's replacing it.
Our Datadog bill hit $47K/month. OpenTelemetry + LGTM stack replaced it for $1,200. The instrumentation war is over — OTel won.
97% of alerts are noise. 65% of engineers report burnout. We lost 3 engineers to bad on-call. Here's how we rebuilt incident management from scratch.
xz-utils, Log4j, event-stream — the pattern is clear. 60% of maintainers work unpaid. Supply chain attacks doubled in 2025. Here's what's actually broken.
A $47K recursive loop went undetected for 11 days. MLOps can't monitor agents. The new operational stack for autonomous AI is emerging fast.
64% of enterprises use GitOps. ArgoCD: 60% of K8s clusters. Red Hat: 168x faster lead time. Complete guide with scaling challenges and solutions.
Full monitoring stack for $0: Uptime Kuma for uptime, Sentry for errors, Grafana Cloud for metrics. Setup guide and free tier limits explained.
Gartner: 78% of large orgs have platform teams, on track for 80% by end of 2026. Backstage has 89% market share. The shift from DevOps to platforms.
I deleted our Jenkins server and replaced it with 4 YAML files. Here's why GitHub Actions is the only CI/CD most teams need in 2026.
Poor data quality costs $12.9M/year per enterprise. DataGovOps automates governance in CI/CD. EU AI Act makes it mandatory by August 2026.
Backend engineers average $174K in 2026. Here is the real roadmap — languages, databases, cloud skills, and a 12-month plan.
We had 4 engineers and 11 microservices. Here's how going back to a monolith cut our costs 95% and quadrupled our shipping speed.
Run a full-stack app for $0/month with Vercel, Neon PostgreSQL, and GitHub Actions. Real config from production.
Docker has 200+ commands. You need about 15. The commands, Compose setup, and Dockerfile patterns that cover 99% of solo dev work.
Honest comparison of Airflow, Dagster, and Prefect for data pipelines in 2026. Code examples, pricing, and what I actually use.