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Consistent Hashing Explained Simply Let's break down consistent hashing in a way that's easy to get. It's a handy technique for distributing data evenly across servers. And if you're more of a visual learner, don't miss the attached video which brings this concept to life. Here's how it works:... We don't just hash our data keys; we also hash the server names using the same method. This puts everything on a scale, known as the hash space, which we think of as a big circular ring. So, imagine we've got a few servers. We hash them and place them on this ring. We do the same with our data, hashing it by key. To figure out where to store a piece of data, we travel clockwise on the ring from where the data lands until we bump into a server. Like, data key 0 might end up on server 0, and key 1 on server 1. Adding a new server? Only the data near the new server needs to shift. And if a server has to go? Only the data it was holding needs a new spot. But there's a little challenge: sometimes, data doesn't spread out evenly. The fix? Virtual nodes. They're like mini-replicas of a server placed around the ring. The more virtual nodes we have, the better the balance. But there's a catch: more virtual nodes mean more memory usage for tracking them, and it can make the whole system a bit more complex to manage. – Subscribe to our weekly newsletter to get a Free System Design PDF (158 pages):show more

Sahn Lam

48,860 subscribers

36,787 views • 2 years ago •via X (Twitter)

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4 Comments

Riccardo Causo2 years ago

the mother of all animations! 👍

Nirmalya Sengupta2 years ago

The animation makes this even more retention-ready! Well done! 👍👍👍

Simform2 years ago

I would add that consistent hashing is a fundamental concept in distributed systems and is used in many real-world applications. For instance, it’s used in load balancing, where requests are distributed across multiple servers, and in data sharding, where data is partitioned across multiple databases.

Manoj Khangaonkar2 years ago

"Consistent" is a poor name choice for this technique.

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