Part 13/14:

• Single Data Source Creation: Strong governance, data lifecycle analysis, and implementing Chief Data Officer roles are vital.

• Technology Adoption: While blockchain offers security and traceability, widespread enterprise adoption is still evolving due to integration challenges and costs.

• AI Effectiveness: Currently, AI improves forecast accuracy, but maturity levels vary; foundational data quality remains critical.

Final Thoughts

Ganesh's session underscores a pivotal message: Data is the backbone of resilient, efficient supply chains. By adopting integrated architectures, embracing digital transformation, and fostering a data-driven culture, organizations can turn disruptions into opportunities and build modern supply networks optimized for the future.