Cut peak warranty processing time by up to 84% — from 25hrs/week to under 4
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Warranty operations, unpacked

Field notes from running product fault claims at scale on Shopify — operations, customer experience, and the analytics that turn warranty data into product decisions.

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Structured fault claims, item-level decisions, and automated Shopify execution — built by operators who lived the problem.

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