MLOPS Engineer

Job Description: Required Skills & ExperienceStrong experience with production ML systems, incident management, and on-call operations.Deep hands-on expertise with AWS, Kubernetes/EKS, and infrastructure-as-code.Experience executing platform or environment migrations with minimal production risk.Familiarity with CI/CD pipelines, observability, and secure service operations.Ability to work independently, own deliverables end-to-end and leave high-quality documentation. Key Responsibilities Realtime-ML Operations & Playground Migration (~45%)Act as primary on-call and maintenance owner for the Realtime-ML production stack during the Auriga migration window.Monitor system health, triage and resolve incidents, and address data/model-serving issues.Apply security updates, dependency patches, and ensure SLA continuity for downstream consumers.Lead migration of the Realtime-ML Playground environment, including infra parity checks, configuration migration, integration testing, and documentation. EKS Migration - HarperCollins Bundles (~40%)Execute end-to-end migration of HarperCollins service bundles to AWS EKS.Author Kubernetes manifests, configure IAM and networking, and update CI/CD pipelines.Validate in staging and perform a controlled production cutover.Produce rollback plans and operational runbooks. Buildings Production Pipeline (Supporting, ~15%)Contribute to design and initial build-out of a pipeline streaming ML-detected missing building into the Basemap data flow.Deliver pipeline scaffolding, integration patterns with upstream ML outputs, and schema inputs.Leave a documented, partially implemented pipeline with clear handoff notes for post-engagement completion. Key Deliverables (by End of Engagement)Stable Realtime-ML production environment throughout Auriga migration, with documented incidents and resolutions.Fully migrated Realtime-ML Playground with handoff documentation.HarperCollins bundles live on EKS with completed cutover and operational runbooks.Partially implemented Buildings pipeline with documentation enabling seamless handoff.All code, IaC, and documentation checked into team repositories.