MANAGERS NOTES Engineering vs. Analysis: The role requires "engineers or developers," not Data Scientists or Data Engineers. - Resumes should emphasize Python or GoLang for systems development rather than just data analysis or model training. - Infrastructure Mastery: Look for deep knowledge in EKS