Architecture

You Don't Need a Vector Database

Stop over-engineering your RAG pipeline. Here is why you should use your existing operational database.

Read the Full Guide
The Issue

The Dual Data Store Nightmare

Splitting data across a relational DB and a vector DB introduces complex event pipelines, phantom vectors, and high technical debt.

The Fix

Use pgvector or Cosmos DB

Enable pgvector on PostgreSQL to combine semantic similarity with operational SQL filters in a single ACID-compliant transaction.

See SQL Example