Row Presence Verification (RPV)

🎯 Core Issue: 🔍 Risks of the Current Approach Scenario Problem Value disappears entirely You keep the last-seen value forever unless a new version overwrites Value moves to another key The old one is retained, and the new one appears as duplicate context Periodic reporting gaps Reporting shows a “stale” value that’s no longer present … Read more

Data Architect (Grade 3)

(Revised for SFIA-8 Alignment) Overview As a Data Architect (Grade 3), you design and evolve data architectures that underpin reliable, scalable, and secure data systems. Working across data domains, you shape how data is structured, integrated, and governed across platforms and applications. You collaborate with engineers, analysts, scientists, and governance teams to ensure that enterprise … Read more