Breaking Data Silos in the LLM Era: Architecting Toward Data Mesh
The explosive growth of LLM and RAG technologies is exposing structural data bottlenecks. This post diagnoses the limits of traditional data lakes and presents the four principles of Data Mesh architecture—treating data as a product—along w
[Advanced Part 3] Beyond RAG: An Architecture Guide to Data Productization—Turning Data Itself into a Product
Going beyond the limits of conventional RAG and agent workflows, this article shows how to secure data trustworthiness—the core driver of LLM success. From the concept of data productization through data catalogs and a governance roadmap, i
The Real Key to RAG Performance: From Data Governance to Data Products — An Enterprise Data Preparation Roadmap
When building a RAG system, it is easy to get buried in the tech stack of LLMs and vector DBs. True performance gains come from the data management framework. This guide presents an architecture roadmap for creating AI-optimized data produc
Redesigning Enterprise Data Architecture from a Data Product Perspective: A Practical Roadmap
Organizations must move beyond the limits of legacy data warehouses and treat data as independent products. This guide presents a Data Mesh-based, data-product-centric architecture roadmap with step-by-step strategies CTOs and CDOs can put