Practical DevOps, Cloud, AI & Linux engineering guides
GitLab's New Rate Limits: What to Fix Before Oct 19
GitLab is capping unauthenticated API calls at 60 an hour starting October 19, and the preview windows land before most teams will have noticed.
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- 05A Pragmatic Multi-Region Strategy for Small TeamsCloud · 933 views
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View All →SRE Error Budgets in Practice: Shipping Fast Without Burning Reliability
Error budgets turn "how reliable should we be?" into a number both product and SRE can spend. Here is how we set, alert on, and enforce them.
Platform Engineering with Backstage: Build a Useful Developer Portal
How to implement Backstage with real templates, scorecards, and golden paths so internal platform work reduces delivery friction.
GitHub Actions for Monorepos: Fast CI Without Pipeline Chaos
A docs-only PR that waits behind three unrelated backend changes for 35 minutes is not a caching problem. It is a missing ownership boundary.
Azure DevOps Best Practices in 2026: Build Pipelines You Can Trust
A production-focused, example-rich guide to Azure DevOps: template-driven YAML, immutable artifact promotion, secure OIDC service connections, environment approvals, canary rollouts with automatic rollback, IaC governance, and DORA-driven delivery reliability.
AI Best Practices in 2026: Shipping Reliable Systems, Not Demo Magic
A practical production playbook for AI systems: evaluation gates, guardrails, observability, cost control, and reliable release management.
AI Best Practices for Engineering Teams: From Prompt Experiments to Platform Discipline
A practical field manual for engineering teams who want AI features that survive real users, incidents, and budgets — not just demo day.
Kubernetes Networking: Services, Ingress, and Network Policies
Understand Kubernetes networking: ClusterIP, NodePort, LoadBalancer, Ingress, and policy.
Infrastructure Cost Optimization: Reducing Cloud Spending
We cut our AWS bill by 38% in a quarter. The specific changes that moved the bill, ranked by impact, with what we'd do first.
Multi-Cloud Infrastructure: Managing Resources Across Providers
We run mostly on AWS but use GCP for specific workloads. The honest cost-benefit analysis of multi-cloud, plus the patterns that make it not awful.
Disaster Recovery Planning: Building Resilient Infrastructure
A different angle on DR: the planning process — RTO/RPO conversations, dependency mapping, and what we learned about prioritizing what to recover.
Infrastructure Monitoring: Observability for IaC
Defining monitoring as code: dashboards, alerts, and SLOs in Git. The patterns that survived the migration from clicked-together monitoring.
FinOps and Cloud Cost Management for Engineering Teams
Embed cost ownership in engineering: tags, budgets, and showback.