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

> Source: https://sukruyusufkaya.com/learn/llm-muhendisligi/vllm-production-serving-deployment
> Updated: 2026-08-11T17:21:33.745Z
> Category: LLM Mühendisliği
> Module: Modül 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 Türkçe model serving 1000+ concurrent users.