data distributions and partitions, scalability, disaster recovery and high availability Advanced hand-on experience with different query languages Experience designing and implementing large-scale distributed systems Deep knowledge and hands-on experience in technologies across all data lifecycle stages Stakeholder management and ability to lead large organizations through influence