Articles

The same budget performs differently on a clean feed and a messy one. Here is the chain from an attribute to a conversion, the four fields that carry the weight, and how to judge feed work before revenue moves.

The columns line up, so the import looks finished. Here are the attributes that carry a different meaning on each platform, and the five checks that catch them before launch.

The duplicate-GTIN disapproval is a collision between two claims, not a glitch. Here's the audit that tells you which of the three causes you have, and the fix for each.

A price change that Merchant Center still hasn't shown isn't one problem. It's four queues with four clocks, and three of them are already timestamped in the interface.

Three ways to handle a stockout in a shopping feed, what each one costs, and why the choice is a merchandising decision rather than a schema question.

The missing-GTIN error has two halves. This covers the half most guides skip: products that never had an identifier, and how to declare that without trading a warning for a disapproval.

One title skeleton, three verticals, and four before-and-after rewrites showing which attributes belong in the first 70 characters of a Google Shopping title.

<p>When Shopify says your products are published and Merchant Center disagrees, the disagreement has a location. Data never left Shopify, or it left in the wrong shape, or it arrived fine and failed a check afterward. This diagnostic covers the six causes behind most of those failures, each paired w

<p>The cost of manual feed updates never shows up on an invoice. It hides in the calendar: ten minutes to flip an availability flag, twenty to re-upload a spreadsheet, an afternoon each quarter chasing disapprovals that trace back to a price that changed on the site but never made it into the feed.

<h2>What automation setup uses AI to optimize a product feed and reduce disapprovals?</h2>

Most merchants optimize their Shopping campaigns by adjusting bids, adding negative keywords, or changing ad copy. But the product data in y...

Every merchant knows feed quality matters. But "quality" is vague until you can measure it. A product data quality score turns a pile of ind...