As organizations transition toward autonomous agentic AI, effective Data Management has become a critical survival factor. This guide explores Data Management as the construction phase of data architecture—where governance blueprints are turned into high-performance pipelines. Learn how to prevent AI hallucinations and biased outputs by building an AI-ready infrastructure that integrates Master Data Management (MDM), Zero Trust security frameworks, and DataOps principles. From eliminating organizational silos to achieving a 360-degree customer view, discover how modern data strategies transform passive storage into a 'trust layer' for real-time decision intelligence. Scale your business outcomes with an evidence-based roadmap that ensures your data is accurate, secure, and ready for the future of decentralized marketplaces