Taukir Katava is a DevOps Engineer at Acquaint Softtech with 4+ years of experience across AWS, Azure, and GCP. He specialises in Kubernetes cluster administration, CI/CD pipeline automation, and cloud infrastructure design for high-traffic platforms. Taukir writes about the practical side of production DevOps: what infrastructure decisions cost and what they actually deliver.
AWS CodePipeline and GitHub Actions both work on AWS. But they solve different problems. Here is the honest comparison and what a DevOps engineer recommends for SaaS startups in 2026.
A production security incident is preventable in almost every case. Here are the 6 infrastructure controls a DevSecOps engineer implements and what the response looks like after one occurs.
AWS bill doubling every quarter without a clear reason? A DevOps engineer typically finds 20 to 40% of cloud spend as waste. Here are the 7 categories they fix first.
If your app crashes every time traffic spikes, the problem is infrastructure gaps, not code. Here is what a DevOps engineer diagnoses, builds, and delivers in the first 30 days.
Blue-Green gives instant rollback in seconds. Canary limits blast radius to 5% of users. The right deployment strategy depends on your platform's risk profile. Honest comparison with 2026 implementation costs.
GitHub Actions, Jenkins, and GitLab CI each win in a different context. Here is the honest comparison from a DevOps engineer who has implemented all three in production, with the 5-question decision framework.
