---
title: "Discussion on \"Enforcing Data Quality in Web Scrapers: Pydantic and the Dead Letter Queue\" | Hashnode"
description: "Discussion on \"Enforcing Data Quality in Web Scrapers: Pydantic and the Dead Letter Queue\". Building a web scraper is often the easy part. The real challenge starts on day two, when the website changes its layout, a field that was always a number suddenly contains \"Price on Request,\" or an u"
url: "https://hashnode.com/posts/enforcing-data-quality-in-web-scrapers-pydantic-and-the-dead-letter-queue/699fb076f86ea49161c03886"
---

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# [Enforcing Data Quality in Web Scrapers: Pydantic and the Dead Letter Queue](https://devnoteshub.hashnode.dev/enforcing-data-quality-in-web-scrapers-pydantic-and-the-dead-letter-queue?utm_source=hashnode&utm_medium=feed)

Building a web scraper is often the easy part. The real challenge starts on day two, when the website changes its layout, a field that was always a number suddenly contains "Price on Request," or an u

Feb 26 · 12 min read · devnoteshub.hashnode.dev  
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[Erika S. Adkins](https://hashnode.com/@Thinscion)

@Thinscion · USA

  
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