Building a Production RAG Backend for Enterprise Knowledge Bases: Architecture, Decisions, and…

📰 Medium · Python

Learn to build a production RAG backend for enterprise knowledge bases using Python and Aurora

advanced Published 10 May 2026
Action Steps
  1. Design a retrieval-augmented generation system using Python
  2. Ingest data from Document360 and SharePoint
  3. Store embeddings in Aurora
  4. Configure the RAG backend for production
  5. Test and deploy the RAG backend
Who Needs to Know This

Data scientists and software engineers can benefit from this article to design and implement a RAG backend for enterprise knowledge bases

Key Insight

💡 RAG backend can be built using Python and Aurora to ingest data from various sources and store embeddings for efficient retrieval

Share This
🚀 Build a production RAG backend for enterprise knowledge bases with Python and Aurora

Key Takeaways

Learn to build a production RAG backend for enterprise knowledge bases using Python and Aurora

Full Article

How I designed and built a retrieval-augmented generation system that ingests from Document360 and SharePoint, stores embeddings in Aurora… Continue reading on Medium »
Read full article → ← Back to Reads

Related Videos

5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)
Claude vs ChatGPT: Which AI Writer Crushes Competitors?
Claude vs ChatGPT: Which AI Writer Crushes Competitors?
LoverFighterWriter
Off-Page Topical Map: Why Third-Party Corroboration Improves LLM Visibility (Karl ft James)
Off-Page Topical Map: Why Third-Party Corroboration Improves LLM Visibility (Karl ft James)
James Dooley
AI Reputation Tree - Getting The LLMs To Be Your 24/7 Sales Engine (Karl Hudson ft James Dooley)
AI Reputation Tree - Getting The LLMs To Be Your 24/7 Sales Engine (Karl Hudson ft James Dooley)
James Dooley
Why All Brands Should Track LLMs and Improve Sentiment in AI Overviews (Karl Hudson ft James Dooley)
Why All Brands Should Track LLMs and Improve Sentiment in AI Overviews (Karl Hudson ft James Dooley)
James Dooley
Kimi K3: The Free AI That Just Beat Claude at Coding (Ranked #1)
Kimi K3: The Free AI That Just Beat Claude at Coding (Ranked #1)
AI Andy