BharatMLStack is an open-source, end-to-end machine learning infrastructure stack built for large-scale ML workloads. It provides real-time feature serving, model inference pipelines, and embedding search capabilities designed for production deployment. The platform is Kubernetes-native and cloud-agnostic, aiming to reduce model onboarding time and infrastructure costs while maintaining enterprise-grade reliability.