Experience designing and implementing large scale cost effective production workflows within AWS (lambda, kafka, kinesis, EKS, step functions) Experience working with data scientists to transition notebooks (Databricks, Sagemaker) into production code Cost management Python DevOps (CloudWatch, CI/CD pipelines, IaC) Pipeline Orchestration, ideally Airflow MLFlow (Nice to have) DBT (Nice to have) Frontend Experience (Nice to have) Spark / Pyspark (Nice to have)