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Diagnose Product Data Before Changing Ad Bids
product-data
Sep 26, 2026 6 min read

Diagnose Product Data Before Changing Ad Bids

A wrong variant or price mismatch can affect eligibility, clicks, conversion, and attribution differently. Use a product-level audit before changing bids across Google, TikTok, or Amazon.

M
Muhammad Norafif
How to Buy a Product Feed Tool With Evidence
feed-management
Sep 25, 2026 5 min read

How to Buy a Product Feed Tool With Evidence

An evidence-led buying guide for feed tools. Check actual connectors, Shopify's installed channel, exports, permissions, operating cost, and a small acceptance trial.

M
Muhammad Norafif
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
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
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.

M
Muhammad Norafif

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