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Home/ Questions/Q 7639143
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Editorial Team
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Editorial Team
Asked: May 31, 20262026-05-31T08:20:39+00:00 2026-05-31T08:20:39+00:00

I’ve read the docs. I’ve played with examples. But I’m still unable to grasp

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I’ve read the docs. I’ve played with examples. But I’m still unable to grasp what exactly asynchronous means when it is useful and where is the magic lots of people seem so crazy about?

If it is only for avoiding to wait for I/O when why to simple run in threads? Why does Deferred needed?

I think I’m missing some fundamental knowledge about computing so those questions. If so what is it?

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  1. Editorial Team
    Editorial Team
    2026-05-31T08:20:41+00:00Added an answer on May 31, 2026 at 8:20 am

    like you’re five… ok: threads bad, async good!

    now, seriously: threads incur overhead – both in locking and switching of the interpreter, and in memory consumption and code complexity. when your program is IO bound, and does a lot of waiting for other services (APIs, databases) to return a response, you’re basically waiting on idle, and wasting resources.

    the point of async IO is to mitigate the overhead of threads while keeping the concurrency, and keeping your program simple, avoiding deadlocks and reducing complexity.

    think for example about a chat server. you have thousands of connections on the server, and you want some people to receive some messages based on which room they are. doing this with threads will be much more complicated than doing this the async way.

    re deferred – it’s just a way of simplifying your code, instead of giving every function a callback to return to when the operation it’s waiting for is ready.

    another note – if you want a much simpler and elegant async IO framework, try tornado, which is basically an async web server, with async http client and a replacement for deferred. it’s very nicely written and can be used as a general purpose async IO framework.

    see http://tornadoweb.org

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