Direct answer: Check Shopify product-feed facts and campaign selection before using feed-based ChatGPT Ads.
A feed is a commercial source, not just a file
A product feed carries titles, images, links and other attributes into an advertising workflow. If Shopify and the feed disagree on price, variant, stock or destination, the merchant may pay to attract a customer to an inaccurate offer. Select products with verified facts and a working buying path before expanding the campaign.
Validate the first products
Sample each targeted product and variant. Check the image, title, destination URL, availability, price, currency, landing variant and policy context in the feed and on the live page. Keep a record of who owns changes to each field and how often the data refreshes. Where a product needs eligibility or compliance review, resolve that before adding it to the ad selection.
Understand the live platform state
OpenAI provides feed-based campaign guidance. The products displayed after upload or at campaign start may depend on the campaign state and delivery. Do not infer a failed upload from an empty report without checking campaign status, feed processing and the platform's current instructions.
Run a small selection test
Begin with a narrow product family whose offer and margin are understood. Record which products are eligible, which were excluded and why, and how customers behave after the click. A feed campaign should not substitute for product-market fit or a merchant-approved budget. Add products only after the information path and measurement have been validated.
Connect the loop
Feed accuracy is a Machine Experience concern. Moving Target watches changes in availability, product response and campaign outcomes. A structural product or offer change belongs to Next Product Move.
