They should be comfortable building reference architectures, proving technical patterns in lab environments, partnering with engineering and product teams, and helping customers understand how Hitachi platforms can support governed, compliant, scalable, high-performance data management initiatives. Deep understanding of data lakes, data lakehouse architectures, object storage architectures, S3-compatible storage patterns, and how these designs support governance, security, compliance, and auditability.