REQUIRED SKILLS Languages: Python (required); SQL; optional Java/Scala ML/MLOps: MLflow (or equivalent), model registry, monitoring, evaluation pipelines Data: Spark, DataFrames, data modeling fundamentals, feature engineering DevOps: Git, CI/CD, Docker; Kubernetes, Terraform (optional) Cloud: Azure