Terraform Drift Detection in CI: Alert-Only vs Auto-Remediate
Terraform drift detection in CI can alert humans or auto-fix infra. I've run both — here's which one saved us and which one bit us.
Fix GitHub Copilot Terraform Security Risks Before They Hit Prod
GitHub Copilot Terraform security gaps are silent — valid HCL, clean plan, broken posture. Here's how we block dangerous suggestions in CI.
Self-Healing Infrastructure with Prometheus Alertmanager and Bash
Wire Prometheus Alertmanager to Bash remediation scripts that fix incidents automatically — with circuit breakers, lockfiles, and no root exposure.
Secure Docker Multi-Stage Builds with Trivy CVE Gates
Secure Docker multi-stage builds go beyond size reduction — learn how to gate CVEs, pin digests, and stop shipping vulnerable layers to production.
AI Anomaly Detection in Grafana: 3 Mistakes We Made
We replaced static Prometheus thresholds with AI anomaly detection in Grafana — and spent a month making things worse. Here's what broke and how we fixed it.
Loki Multi-Cluster Log Aggregation Across AWS Regions
Running Loki per region breaks cross-cluster incident correlation. Here's the correct multi-cluster aggregation architecture for AWS.
AI vs Rule-Based Secret Scanning in CI: Which Actually Works
Rule-based or AI secret scanning in CI pipelines — I've run both in production. Here's the honest breakdown, decision matrix, and my pick.
AI Code Review for Terraform PRs: CI Checklist and Automation
Set up AI Terraform PR review in CI with this 15-item checklist covering tflint, checkov, GPT-4o plan analysis, and GitHub Actions automation.
Jenkins Pipeline: Build, Test, and Deploy to AWS EC2 with ECR
Set up a Jenkins pipeline that builds a Docker image, runs tests, pushes to ECR, and deploys to AWS EC2 — with credentials done right.
How to Build a Jenkins Pipeline That Deploys to AWS ECS
Jenkins pipeline deploy AWS done wrong leaks credentials and orphans ECR images. Here's the production-grade Jenkinsfile structure we actually use.
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