• How to evolve traditional data architectures into dynamic, AI-native environments optimized for agentic systems
• Strategies for unifying structured, unstructured, and streaming data into a governance-forward, model-ready fabric
• Patterns for real-time data activation to support autonomous agents, copilots, and workflow orchestration
• How to modernize data quality, lineage, and trust frameworks to keep pace with generative and adaptive AI
• Practical guidance on sequencing transformation efforts, avoiding common pitfalls, and demonstrating measurable value to the C-suite and board