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 experience. Proficiency in Python. DevOps experience (CloudWatch, CI/CD pipelines, IaC). Pipeline Orchestration experience, ideally Airflow. MLFlow experience (nice to have). DBT experience (nice to have). Frontend Experience (nice to have). Spark / Pyspark experience (nice to have).