General understanding of data warehousing principles, documentation practices, refactoring, scalability, and testing techniques Experience working in an agile environment utilizing tools such as Jira, Confluance, and GitHub You understand the importance of Kafka, Snowpipe, or Kinesis for real-time needs Some experience applying security and privacy to how you manage data