---
title: "Discussion on \"From Lambda to Kappa: The Evolution of Stream Processing Systems\" | Hashnode"
description: "Discussion on \"From Lambda to Kappa: The Evolution of Stream Processing Systems\". Learn how stream processing evolves from Lambda to Kappa architecture, solving dual-track limitations with real-time, stateful processing."
url: "https://hashnode.com/posts/lambda-to-kappa-stream-processing-architecture/6969e36e5d81ecff100b73c6"
---

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# [From Lambda to Kappa: The Evolution of Stream Processing Systems](https://risingwave.com/blog/lambda-to-kappa-stream-processing-architecture?utm_source=hashnode&utm_medium=feed)

Learn how stream processing evolves from Lambda to Kappa architecture, solving dual-track limitations with real-time, stateful processing.

Jan 16 · 3 min read · risingwave.com  
Updated Mar 29  
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## Written by

[Shih-min Hsu](https://hashnode.com/@Shih-min)

@Shih-min · Taipei City, Taiwan

  
[View profile](https://hashnode.com/@Shih-min)

Data Infrastructure Architect | Expert in Batch & Streaming Pipelines

I specialize in building robust batch and streaming data pipelines, with deep expertise in both data infrastructure and real-time applications. Skilled in Python for rapid development and orchestration, and Rust for building high-performance, memory-safe systems. Tech stack includes Kafka, Flink, Airflow, RisingWave, Apache Arrow, and async Rust. My focus is on delivering low-latency, scalable, and maintainable data platforms that power business-critical insights.

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