An AI engineer needs hands-on skill with the tools employers name most: Python (9,786), Aws (6,341), Excel (4,242), Sql (3,414), and Kubernetes (3,106), across 63,380 live jobs that cite at least one AI tool. 621 postings carry the AI engineer title, and 270 of those mention a degree. Measured October 2026.