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Database & vector store.

Wiki team··3 min read

Structured, unstructured, semantic. When PostgreSQL, when pgvector, when Pinecone.

Category · Backend & Data

Structured, unstructured, semantic.

Relational databases (PostgreSQL, MySQL) are still the backbone of structured data. NoSQL systems (MongoDB, DynamoDB) make sense when schema and load call for them — rarely the case, for most products PostgreSQL is the right answer.

New in the toolbox: vector databases (pgvector, Pinecone, Weaviate, Chroma). They store embeddings — numerical representations of text, image, audio — and answer semantic similarity queries. The technical foundation of every RAG system.

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