---
title: "Discussion on \"Treating Expired Domain Research Like a Query Problem\" | Hashnode"
description: "Discussion on \"Treating Expired Domain Research Like a Query Problem\". By Lucy Kim, co-founder of Karma.Domains\nI talk to a lot of developers who build side projects and want a domain with some link history behind it. Most of them approach it like shopping. I think it wo"
url: "https://hashnode.com/posts/treating-expired-domain-research-like-a-query-problem/6ad08274949d175d0dfdec8f"
---

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# [Treating Expired Domain Research Like a Query Problem](https://karmadomains.hashnode.dev/treating-expired-domain-research-like-a-query-problem?utm_source=hashnode&utm_medium=feed)

By Lucy Kim, co-founder of Karma.Domains I talk to a lot of developers who build side projects and want a domain with some link history behind it. Most of them approach it like shopping. I think it wo

Oct 15 · 4 min read · karmadomains.hashnode.dev  
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## Written by

[Karma Domains](https://hashnode.com/@karmadomains)

@karmadomains · Denpasar, Indonesia

  
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Karma.Domains is an expired-domain aggregator with Wayback spam analysis, Karma Score, free SEO tools, and API/MCP access. https://karma.domains

## Responses 1

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[StackShortlist](https://hashnode.com/@veristria)

[Oct 16](https://hashnode.com/posts/treating-expired-domain-research-like-a-query-problem/6ad08274949d175d0dfdec8f/comment/6ad1b5e7e590e9538035eaf0)

Treating it as a query against noisy data is the right frame. I use the same approach for B2B lists: filter companies by a tool that leaves a visible trace on their site, then check the evidence before trusting the row. That is how [https://stackshortlist.dev](https://stackshortlist.dev/) works. Do you show why a domain matched the content filter?