Distinguishing Data Vault Modeling from System Mastery
This article examines the critical distinction between mastering Data Vault modeling techniques and achieving comprehensive system mastery within enterprises. It identifies an authority fracture where decision rights and accountability are misaligned, undermining governance and operational control. The discussion highlights recurring patterns that reveal systemic failure, including fragmented funding and inconsistent enforcement. Through scenario analysis and decision reframing, the article surfaces the political and operational trade-offs that complicate sustainable Data Vault adoption.

