Linedata revolutionized its software delivery lifecycle by adopting a self-service DevOps model and utilizing tools like Harness and Terraform, significantly reducing cloud expenses by 50% while enabling 150 to 200 daily deployments. The company shifted from a monolithic to a microservices architecture, implementing DevOps methodologies to enhance efficiency. Instead of relying on a centralized DevOps team, Linedata empowered autonomous teams to utilize and iterate on secure infrastructure templates provided by a global platform engineering team, under the guidance of DevOps Evangelist Andrey. This approach, combined with Continuous Infrastructure as Code, allowed for standardized and secure deployment processes, defined as "maturity institutionalized." To address cloud spend concerns, Linedata implemented FinOps, a model focusing on the efficient allocation of cloud resources, optimizing environments, and ensuring high ROI by balancing speed with financial oversight. Overall, Linedata automated its provisioning lifecycle, maintaining auditable and efficient operations through continuous feedback and integration with Git.