Labelbox has transitioned from a traditional continuous delivery (CD) pipeline to a GitOps approach using ArgoCD, enhancing automation, collaboration, and deployment reliability. This shift addresses challenges faced with their previous system, such as complex version control and the need for credentials in each target environment, by employing a declarative configuration where the desired state of infrastructure and applications is defined in Git. ArgoCD automates deployments by monitoring changes in the Git repository, reducing deployment time, improving reliability, and fostering stronger collaboration between development and operations teams. The GitOps approach also enhances scalability and security, as well as provides auditability through Git commit histories and Kubernetes Events emitted by ArgoCD. As a leading data-centric AI platform, Labelbox supports teams in integrating generative AI and LLMs with human oversight, serving major enterprises like Walmart and Adobe, and is open to new talent for advancing AI development.