# vLLM Production Serving: 10x Throughput with Paged Attention + Continuous Batching

> Source: https://sukruyusufkaya.com/en/learn/llm-muhendisligi/vllm-production-serving-deployment
> Updated: 2026-05-13T11:47:21.433Z
> Category: LLM Mühendisliği
> Module: Module 16: Production Deployment — vLLM, Quantization, Monitoring
**TLDR:** vLLM production deployment: paged attention (Kwon 2023), continuous batching, OpenAI-compatible API, multi-GPU tensor parallel serving, Kubernetes deployment patterns. Llama-3-8B + custom Turkish model serving 1000+ concurrent users.