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Rajesh Mishra
Rajesh Mishra

Posted on Originally published at howtostartprogramming.in

Mastering pgvector in PostgreSQL: A 2026 Vector Search Tutorial for Java Developers

This is a summary of the full tutorial published on howtostartprogramming.in.

TL;DR Get vector search up and running in PostgreSQL for Java in five minutes: Step What to do Key command / snippet 1⃣ Install pgvector Add the extension package to your PostgreSQL server. # Debian/Ubuntu sudo apt-get install postgresql-16-pgvector # Or via Docker docker run -d \ -e POSTGRES_PASSWORD=secret \ -e POSTGRES_DB=demo \ -p 5432:5432 \ ankane/pgvector:latest 2⃣ Enable the extension Run once per database. CREATE EXTENSION IF NOT EXISTS vector; 3⃣ Store embeddings Create a table with a vector column and insert a 1536‑dimensional embedding. CREATE TABLE documents ( id SERIAL PRIMARY KEY, text TEXT, emb VECTOR(1536) -- dimension must match your model ); INSERT INTO documents (text, emb) VALUES ('Hello world', '[0.12,0.03,…,0.07]'); -- JSON‑array literal 4⃣ Query with <=> Find th


📖 Read the Full Tutorial

🔗 pgvector tutorial PostgreSQL vector search for Java developers 2026 — Full Guide with Code Examples

The full article includes:

  • ✅ Step-by-step code examples (copy-paste ready)
  • ✅ Complete working project (Spring Boot / Java)
  • ✅ Common mistakes + fixes
  • ✅ Production tips and benchmarks
  • ✅ FAQ section

Published on How to Start Programming — practical AI and Java tutorials for developers.

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