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      <title>Pinterest Uses Content Fingerprints for URL Deduplication across Millions of Domains</title>
      <link>https://www.infoq.com/news/2026/06/pinterest-miqps-url-dedup/?utm_campaign=infoq_content&amp;utm_source=infoq&amp;utm_medium=feed&amp;utm_term=Patterns-news</link>
      <description>&lt;img src="https://res.infoq.com/news/2026/06/pinterest-miqps-url-dedup/en/headerimage/generatedHeaderImage-1780112619618.jpg"/&gt;&lt;p&gt;Pinterest introduced MIQPS, a URL normalization system that identifies which query parameters affect page identity using rendered content fingerprints. It reduces duplicate processing across millions of domains by replacing rule-based approaches with offline analysis, anomaly detection, and runtime parameter maps, improving ingestion efficiency and scalability in large-scale content pipelines.&lt;/p&gt; &lt;i&gt;By Leela Kumili&lt;/i&gt;</description>
      <category>Algorithms</category>
      <category>Distributed Systems</category>
      <category>Low Latency</category>
      <category>Platform Engineering</category>
      <category>Patterns</category>
      <category>Scaling</category>
      <category>Offline-First</category>
      <category>Query</category>
      <category>Development</category>
      <category>Architecture &amp; Design</category>
      <category>news</category>
      <pubDate>Mon, 08 Jun 2026 14:37:00 GMT</pubDate>
      <guid>https://www.infoq.com/news/2026/06/pinterest-miqps-url-dedup/?utm_campaign=infoq_content&amp;utm_source=infoq&amp;utm_medium=feed&amp;utm_term=Patterns-news</guid>
      <dc:creator>Leela Kumili</dc:creator>
      <dc:date>2026-06-08T14:37:00Z</dc:date>
      <dc:identifier>/news/2026/06/pinterest-miqps-url-dedup/en</dc:identifier>
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