---
title: "Discussion on \"Python Threading vs Multiprocessing vs Asyncio: When to Use Each\" | Hashnode"
description: "Discussion on \"Python Threading vs Multiprocessing vs Asyncio: When to Use Each\". A Practical Guide to Concurrency, Parallelism, and the GIL"
url: "https://hashnode.com/posts/python-threading-multiprocessing-asyncio-concurrency-guide/6a1bb671f2f22cdbe9b64888"
---

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# [Python Threading vs Multiprocessing vs Asyncio: When to Use Each](https://blog.ashutoshkrris.in/python-threading-multiprocessing-asyncio-concurrency-guide?utm_source=hashnode&utm_medium=feed)

A Practical Guide to Concurrency, Parallelism, and the GIL

May 31 · 16 min read · blog.ashutoshkrris.in  
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## Written by

[Ashutosh Krishna](https://hashnode.com/@ashutoshkrris)

@ashutoshkrris · Bengaluru, India

  
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Building reliable software with Java, Spring Boot, Python, and the web

Software Engineer at OpenText passionate about building scalable web applications and backend systems. I work mainly with Java, Spring Boot, Python, and modern web technologies. I enjoy creating things for the internet, exploring new tech, and sharing what I learn along the way.

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