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.
LLM Log Triage With Loki and CloudWatch Insights
Cut incident triage from 8 minutes to 30 seconds by piping Loki and CloudWatch logs directly into an LLM. Real patterns, real code, real cost controls.
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.
Fix AWS DataSync EventBridge Not Triggering After Task Success
AWS DataSync shows SUCCESS but EventBridge never fires? Here's the exact root cause and three fixes to restore your automation pipeline fast.
AWS Lambda S3 Trigger Python: 3 Mistakes That Cost Us Data
We ran an AWS Lambda S3 trigger with Python in production and got burned — duplicate records, silent failures, and a timeout misconfiguration that multiplied our costs.
AWS Lambda S3 Trigger Python: 3 Production Mistakes We Fixed
We lost 6 hours of vendor data because our AWS Lambda S3 trigger Python function swallowed a KeyError silently. Here's every mistake and the exact fix.
GitLab CI AWS OIDC: Replace Static Keys with Short-Lived Credentials
Stop storing AWS access keys in GitLab CI variables. Set up GitLab CI AWS OIDC trust in under 30 minutes and get credentials that expire automatically.
Fix ECR Image Scan Gate Failures in GitLab CI Pipelines
ECR image scan GitLab CI gates fail silently in three distinct ways. Here's how to diagnose each failure mode and wire a hard gate that actually blocks deploys.
AWS Step Functions Lambda S3: 3 Production Mistakes We Made
We wired Step Functions into our Lambda S3 pipeline and hit silent timeouts, payload crashes, and a wildcard IAM role we ignored for months. Here's what we got wrong.
☕ Support us · 💳 Monobank