Satyam Gupta engineered robust cross-architecture build and deployment solutions for Red Hat Data Services, focusing on repositories such as lm-evaluation-harness and vllm-cpu. He introduced and optimized Docker-based multi-arch builds, enabling seamless support for s390x and amd64 platforms. Leveraging Dockerfile, Python, and Shell scripting, Satyam streamlined dependency management and automated CI/CD pipelines, addressing architecture-specific challenges like RPM version mismatches and Arrow library integration. His work improved build reliability, reduced onboarding friction, and expanded hardware compatibility, particularly for IBM zSystems. The depth of his contributions is reflected in targeted bug fixes, Dockerfile optimizations, and the stabilization of production deployment workflows.