SmartEdge, Lda
MLOps Engineer
City of Edinburgh
Posted about 23 hours ago
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MLOps Engineer
The MLOps Engineer will play a critical role in enabling seamless software delivery, infrastructure automation, and platform reliability across globally distributed environments. The role requires strong engineering discipline, hands-on expertise across cloud, Kubernetes, and CI/CD tooling, and a proactive approach to improving developer experience and operational resilience.
Key Responsibilities
- Design, implement, and maintain robust CI/CD pipelines to support global development teams, ensuring consistent, reliable, and secure software delivery across environments.
- Manage and optimise source control and artefact management solutions including Git, Artifactory, Jenkins, and Docker registry to enable efficient build and deployment workflows.
- Deploy, manage, and scale Kubernetes-based platforms using Terraform Enterprise, ensuring infrastructure is defined, version-controlled, and reusable through modular design.
- Develop and maintain reusable Terraform modules to standardise infrastructure provisioning and enforce consistent patterns across projects.
- Implement infrastructure as code practices to orchestrate cloud resources, reduce manual intervention, and improve deployment repeatability and traceability.
- Work extensively with GCP IAM to design and maintain secure access control mechanisms aligned with organisational standards and compliance requirements.
- Build and maintain Helm charts to enable consistent packaging and deployment of microservices into Kubernetes environments.
- Support microservices-based architectures by deploying, monitoring, and troubleshooting applications across distributed systems.
- Implement and manage service mesh capabilities using Istio to enhance traffic management, security, and observability across services.
- Collaborate closely with engineers, architects, and product teams within the IDEA Lab to enable rapid experimentation, innovation, and production readiness.
- Ensure platform reliability through monitoring, logging, and proactive issue resolution across cloud and container environments.
- Contribute to continuous improvement of DevOps practices, tooling, and standards within the IDEA Lab and broader BTB platform.
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Required Skills and Experience
- Strong understanding of CI/CD pipelines in a globally distributed environment using Git, Artifactory, Jenkins, and Docker registry.
- Experience working with GCP IAM to manage roles, permissions, and secure access to cloud resources.
- Hands-on knowledge of Helm charts for packaging and deploying applications in Kubernetes.
- Hands-on experience deploying and managing Kubernetes infrastructure using Terraform Enterprise, including the ability to write reusable Terraform modules.
- Experience implementing infrastructure as code and orchestrating cloud infrastructure in scalable, automated ways.
- Knowledge of core GCP services and how they integrate within modern cloud architectures.
- Working knowledge of Istio or similar service mesh technologies.
- Experience deploying and troubleshooting microservices in distributed environments.
- Hands-on experience with Kubernetes and Docker for containerised ML workloads.
- Experience using Terraform and Helm to manage ML infrastructure and deployment pipelines.
- Experience designing and managing CI/CD pipelines using tools such as Harness for model build, test, and deployment workflows.
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Desirable Skills
- Experience in financial services or regulated environments.
- Familiarity with security patterns such as mTLS, JWT, and zero-trust networking.
- Exposure to observability tools such as Prometheus, Grafana, or similar.
- Understanding of DevSecOps principles and secure software delivery pipelines.
What Success Looks Like
- Consistent, reliable, and automated deployment pipelines supporting multiple teams and environments.
- Highly reusable and standardised infrastructure patterns across IDEA Lab projects.
- Improved developer productivity through streamlined DevOps tooling and processes.
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