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.