Automation engineers should have expertise in Python, Terraform, and Ansible to automate infrastructure provisioning, operational workflows, and service management processes. They should be experienced in API integrations, ServiceNow workflow automation, scripting, and orchestration, along with the full automation lifecycle including discovery, design, development, testing, deployment, and optimization.