INTELLIGENCE
Experts Inference Models Pricing Skills Playbooks Articles Resources
Sign in Meet your experts
  1. Home
  2. /Articles
  3. /Development
  4. /Retrieval and embeddings
  5. /Embeddings in Postgres

Storing embeddings in Postgres

Chunking and freshnessEmbeddings in PostgresVector index tuningChoosing embedding modelsHybrid search and rerankingRetrieval quality
Development

Storing embeddings in Postgres

  • How to Build Embeddings and Vector Search
  • Dual Writing to Two Vector Stores and Cutting Over
  • Embedding Version as a Column, Not a Config Value
  • One Embedding Service for Several Products
  • Storing a Model Version Beside a Vector: Schema and Backfill
  • Storing Chunks and Metadata in Postgres with pgvector
  • When to Denormalize for Retrieval: Columns vs Joins
Retrieval and embeddings

Experts · Inference · Models · Docs · Skills · Pricing · Articles · Skills API · About

© 2026 Quanta Intelligence · 8 The Green STE B, Dover, DE 19901