Solid understanding of Kubernetes architecture, networking, storage, security, resource management, scaling, and troubleshooting.
Strong hands-on experience with Terraform for Infrastructure as Code, including reusable modules, state management, and infrastructure lifecycle management.
Hands-on experience with Ansible, including developing and maintaining playbooks, roles, inventories, and configuration-management automation.
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Build and operate engineering layers when required, including orchestrated pipelines, worker-based and event-driven systems, stream processing, and scaling for volume and concurrency.
Own solution quality through data validation, model evaluation, reproducibility, monitoring, alerting, and recovery planning.
Mentor junior data scientists and analysts, review their work, and remove technical blockers so the team can deliver reliably.
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