MLOPS Engineer
VBeyond
Job Description:
Required Skills & Experience
Realtime-ML Operations & Playground Migration (~45%)
Required Skills & Experience
- Strong 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.
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.
- 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.
- 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.
- 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.
Vacancy posted 2 days ago
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