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Aug 27, 2026 8 min read

Feed quality is a bidding input, not an ops task

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.

M
Muhammad Norafif Mohd Nor
Aug 21, 2026 7 min read

Product title formulas by vertical: apparel, electronics, consumables

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.

M
Muhammad Norafif Mohd Nor

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