dataarchitect.studio

Topic — 3 essays

AI & Data Architecture

What generative AI changes about data architecture and what it doesn't: RAG quality, AI querying the warehouse, and why structure and governance just became load-bearing.

01

Field Notes

What Is a Vector Database, and Do You Need One?

A vector database stores embeddings and finds items by meaning rather than exact match. Here's what that's actually for, how it relates to your existing stack, and w...

Jun 08, 20264 min
02

Essay

Your AI Is Only as Good as Your Data Architecture

Retrieval-augmented generation, AI agents, and LLMs querying your warehouse are all only as reliable as the data beneath them. GenAI doesn't replace data architectur...

May 31, 20265 min
03

Reconsidered

What GenAI Actually Changes About Data Architecture — and What It Doesn't

Cutting through the hype: GenAI adds vector storage and new retrieval patterns to the data stack, but the fundamentals — structure, quality, governance, ownership — ...

May 31, 20265 min