) Data Warehouse experience (Snowflake or Redshift preferred) Data Orchestration (Airflow preferred) AWS  Desired Skills & Experience  Spark or PySpark Cloud DevOps tools Machine Learning exposure (tools such as Kubeflow, ML Flow, LookML, etc