5 - 10 + years of experience as a cloud solutions architect, system/network engineer, or developer. Strong hands-on experience with IaC and configuration management tools (Terraform/Ansible). Hands-on experience with Kubernetes. Skills of writing code in Python. Solid understanding of GPU computing practices for ML training and inference workloads. Understanding of GPU software stack components (drivers, libraries like CUDA, OpenCL). Excellent communication skills. Customer-centric mindset.