MLOps Architect
Indexed description
The role partners closely with ML Engineers, Data Science leaders, Cloud Infrastructure, Software Engineering, and Business stakeholders to translate ML requirements into scalable, secure, and cost-effective platform solutions.
Responsibilities
Platform Architecture & Strategy
- Define and own the end-to-end architecture of the Kubeflow-based MLOps platform
- Establish platform standards for scalability, security, reliability, and multi-tenancy
- Drive the roadmap for new MLOps capabilities (feature stores, registries, serving, governance)
- Plan and execute Kubeflow and Kubernetes version upgrades with minimal workflow disruption
- Evaluate and introduce new Kubeflow components and ecosystem tools
- Ensure backward compatibility and migration strategies for existing workflows
- Design advanced CI/CD and GitOps workflows for platform and ML assets
- Standardize environment promotion (dev → staging → prod) for ML workflows
- Define best practices for infrastructure-as-code and platform automation
- Architect platform-wide observability (metrics, logs, traces, ML-specific monitoring)
- Implement governance controls for access, data usage, and environment isolation
- Ensure compliance with enterprise security standards and cloud governance policies
- Design and operate cost attribution models per workflow, team, or business unit
- Partner with Finance and Business teams to provide cost visibility and optimization insights
- Drive cost optimization strategies (autoscaling, spot instances, right-sizing)
- Act as technical advisor to Data Science, MLE, Infrastructure, and Software teams
- Collaborate with Business stakeholders to align platform capabilities with business goals
- Mentor junior MLOps engineers and set engineering best practices
- 7+ years of experience in MLOps, Platform Engineering, DevOps, or ML Infrastructure
- Deep expertise in Kubeflow internals, Kubernetes architecture, and multi-tenant ML platforms
- Strong architectural experience on Azure (AKS, Networking, Security, Governance, Cost Management)
- Proven experience leading platform upgrades (Kubeflow & Kubernetes) with minimal disruption
- Advanced CI/CD, GitOps, and Infrastructure-as-Code experience (Terraform, Helm, Argo CD)
- Experience designing platform-level observability, governance, and FinOps frameworks
- Strong leadership, technical decision-making, and stakeholder management skills
- Hybrid work model: combination of remote and collaborative office experience to enable innovation
- Entrepreneurial environment in leading international company
- Professional growth possibilities & learning opportunities
- Variety of benefits to support your physical, emotional and financial wellbeing
- Volunteering opportunities to help external communities
PepsiCo Positive (pep+) is the future of our organization – a strategic end-to-end transformation, with sustainability at the center of how we will create growth and value by operating within planetary boundaries and inspiring positive change for the planet and people.
So, if you’re ready to be a part of a playground for those who think big, we’d love to chat.
- We encourage the diversity of applicants across gender, age, ethnicity, nationality, sexual orientation, social background, religion or belief and disability
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