Supabase pgvector: The Vector Database Everyone Missed

Описание: Stop paying for Pinecone. Stop paying for OpenAI embeddings. For 95% of projects, Supabase's built-in pgvector extension is all you need—and it's practically free.

🎓 LEVEL UP YOUR AI SKILLS
Learn to build production-ready AI applications and how to agentic code with system not vibe coding:
https://shorturl.smartcode.diy/dynamo...

In this video, I break down:
• Why you probably don't need a separate vector database
• The hidden embedding cost that tutorials never mention
• A free alternative that's 99% as good as OpenAI
• A simple decision framework for your next AI project

---
Chapters
0:00 - Preview
0:09 - The Vector Database Myth
0:26 - What is Supabase Vector Database?
1:08 - Understanding Embeddings
1:52 - Why Not Pinecone?
2:43 - The Hidden Cost of OpenAI
3:28 - The Free Solution (Edge Functions)
4:26 - Real Cost Comparison
5:07 - E-commerce Example
5:52 - Decision Framework
6:30 - What's Next

---

🔗 RESOURCES
• Supabase Vector Database: https://supabase.com/features/vector-...
• pgvector Extension: https://github.com/pgvector/pgvector
• MTEB Leaderboard: https://huggingface.co/spaces/mteb/le...
• Supabase Edge Functions: https://supabase.com/docs/guides/func...

---

💬 DROP A COMMENT
Which embedding solution would you choose for your next project—OpenAI or free Edge Functions?

---

#supabase #vectordatabase #pgvector #ai #embeddings #rag #postgresql #pinecone #openai #semanticsearch #tutorial