SLOs Changed How We Ship Software — Error Budgets, Burn Rates, and Why 99.99% Uptime Is a Lie
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.
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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.
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.
Full monitoring stack for $0: Uptime Kuma for uptime, Sentry for errors, Grafana Cloud for metrics. Setup guide and free tier limits explained.
Docker has 200+ commands. You need about 15. The commands, Compose setup, and Dockerfile patterns that cover 99% of solo dev 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.
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.
Run a full-stack app for $0/month with Vercel, Neon PostgreSQL, and GitHub Actions. Real config from production.
Honest comparison of Airflow, Dagster, and Prefect for data pipelines in 2026. Code examples, pricing, and what I actually use.