Designing Scalable RAG (Retrieval-Augmented Generation) Platforms

MLOps and Production AI 15 minutes min read Updated: Mar 04, 2026 Advanced

Designing Scalable RAG (Retrieval-Augmented Generation) Platforms in MLOps and Production AI

Advanced Topic 8 of 9

RAG Architecture Overview

RAG systems combine vector retrieval with large language models to deliver contextual responses.

Core Layers

  • Embedding pipeline
  • Vector database layer
  • LLM inference layer
  • Monitoring & governance

Scalable RAG platforms require careful latency and cost optimization.

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