8-10+ years of hands-on experience in big data technologies, with Staff Engineer+ skills in pySpark, dbt, and Databricks 5+ years directly managing Data or Analytic Engineers Experience designing and implementing performant, flexible data architectures, including testing, observability, and data quality alerting