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      <description>The official guide to Agentic Commerce for Shopify. Learn how AI Agents, autonomous shopping, and guided discovery are transforming high-SKU stores and increasing AOV.</description>
      <language>en-us</language>
      <managingEditor>isaac.lewin@yourshopguide.com (Isaac Lewin)</managingEditor>
      <webMaster>isaac.lewin@yourshopguide.com (Isaac Lewin)</webMaster>
      <lastBuildDate>Fri, 03 Jul 2026 00:00:00 GMT</lastBuildDate>
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    <title>The &#39;Clean Data&#39; Myth: Why 10,000+ SKU Shopify Stores Don&#39;t Need Perfect Metadata for Agentic Discovery</title>
    <link>https://blog.yourshopguide.com/blog/the-clean-data-myth-high-sku-shopify-agentic-discovery</link>
    <description>Many Shopify merchants with 10,000+ SKUs believe they need a perfect catalog before adopting AI. This post debunks the &#39;Clean Data&#39; myth and explains how agentic reasoning unlocks your &#39;Metadata Goldmine&#39; without manual tagging.</description>
    <pubDate>Fri, 03 Jul 2026 00:00:00 GMT</pubDate>
    <author>isaac.lewin@yourshopguide.com (Isaac Lewin)</author>
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