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How to evaluate product feed tools for Shopify
Sep 18, 2026 9 min read

How to evaluate product feed tools for Shopify

You are staring at a spreadsheet of 40,000 SKUs, four ad channels, and a feed tool that choked on variant pricing last Black Friday. Picking the wrong product feed tool for Shopify is not a inconvenience. It is a tax you pay every day in disapproved products, wasted ad spend, and hours of manual cle

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Muhammad Norafif Mohd Nor
Shopify to Google Merchant Center
Sep 18, 2026 10 min read

Shopify to Google Merchant Center

You run a Shopify store and you want those products in Google Shopping ads, but the path from your admin to Google Merchant Center is not obvious. Do you use the native Google and YouTube channel, install a feed app, or build something custom? The answer depends on what your catalog actually demands

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Muhammad Norafif Mohd Nor
Practical feed comparison: Facebook catalog vs Google Shopping
Sep 18, 2026 9 min read

Practical feed comparison: Facebook catalog vs Google Shopping

You sell the same products on Google Shopping and Meta Ads, but your product feed keeps getting disapproved on one and accepted on the other. The core data is identical, so you are left wondering why two channels treat the same catalog so differently.

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Muhammad Norafif Mohd Nor
Why feeds differ across Google, Meta, TikTok and Amazon
Sep 18, 2026 9 min read

Why feeds differ across Google, Meta, TikTok and Amazon

You exported your catalog to every channel and assumed identical data would work everywhere. Now Google Merchant Center is flagging missing GTINs, Meta rejected your variant structure, TikTok Shop cannot parse your categories, and Amazon's listings are stuck in search limbo. One catalog does not mea

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Muhammad Norafif Mohd Nor
Differences between Google and Meta product data
Sep 14, 2026 10 min read

Differences between Google and Meta product data

You exported one feed from Shopify, pointed it at Google Merchant Center and Meta Commerce Manager, and watched both platforms complain about different things. Same products. Same data. Two different sets of rejections. The problem is not your catalog. It is the assumption that one feed serves two a

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Muhammad Norafif Mohd Nor
When GTIN is required and recommended in Google Merchant Center
Sep 14, 2026 8 min read

When GTIN is required and recommended in Google Merchant Center

You opened Merchant Center this morning and half your feed is flagged for missing GTINs. The dashboard makes it sound like every product needs one. It does not. The rule is narrower than the warning suggests, and merchants who understand the actual boundary stop guessing and start fixing the right r

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Muhammad Norafif Mohd Nor
What to do when GTIN is missing
Sep 14, 2026 10 min read

What to do when GTIN is missing

Your Google Merchant Center dashboard lights up with a missing-GTIN warning and the first instinct is to paste a barcode into the feed so the error goes quiet. That impulse is exactly what gets accounts suspended. The fix has nothing to do with speed and everything to do with provenance.

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Muhammad Norafif Mohd Nor
Understanding GTIN and product identifiers
Sep 14, 2026 8 min read

Understanding GTIN and product identifiers

You stare at the Google Merchant Center feed spec, see "gtin" required, and wonder whether the barcode on the box is the same thing as the SKU in your Shopify admin. You are not alone. GTIN is the single most misunderstood field in product feeds, and guessing wrong here gets your items paired with s

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Muhammad Norafif Mohd Nor
Why ecommerce businesses need structured product data
Sep 10, 2026 8 min read

Why ecommerce businesses need structured product data

Your Shopify store has 20,000 products and they look perfect on your site. Now you need those same products on Google Merchant Center, Meta, TikTok Shop, and Amazon, and every platform wants the data shaped differently. One catalog is not enough. You need a product data feed.

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Muhammad Norafif Mohd Nor

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