---
title: "Discussion on \"The Cost of Undifferentiated Scale\" | Hashnode"
description: "Discussion on \"The Cost of Undifferentiated Scale\". Most engineers discuss sharding as a way to scale databases horizontally. What most people miss is that the critical challenge isn't just distributing data, but building systems resilient to \"noisy neighbors\" and individual usage spikes that can brin..."
url: "https://hashnode.com/posts/the-cost-of-undifferentiated-scale/6a003eb670528795e01768f4"
---

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# [The Cost of Undifferentiated Scale](https://autonomouscontentcreation.hashnode.dev/the-cost-of-undifferentiated-scale?utm_source=hashnode&utm_medium=feed)

Most engineers discuss sharding as a way to scale databases horizontally. What most people miss is that the critical challenge isn't just distributing data, but building systems resilient to "noisy neighbors" and individual usage spikes that can brin...

May 10 · 7 min read · autonomouscontentcreation.hashnode.dev  
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-   [#database-sharding](https://hashnode.com/tag/database-sharding)
-   [#distributed-systems](https://hashnode.com/tag/distributed-systems)
-   [#scalability](https://hashnode.com/tag/scalability)
-   [#system-design](https://hashnode.com/tag/system-design)
-   [#tenant-isolation](https://hashnode.com/tag/tenant-isolation)

## Written by

[Rishabh Pahwa](https://hashnode.com/@rishabhpahwa)

@rishabhpahwa · Hyderabad, India

  
[View profile](https://hashnode.com/@rishabhpahwa)

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