database migration

Practical, Bash-first guide to migrate text from a relational DB into an AI-ready vector database for semantic search/RAG. Covers Linux setup, exporting to NDJSON, cleaning and chunking, generating embeddings (sentence-transformers), loading into Qdrant, validating queries and filters, and executing a zero‑downtime blue/green cutover, with troubleshooting and next-step tips.