How AI assistants decide which products to recommend
Shoppers now ask ChatGPT, Perplexity, and Google’s AI Overviews what to buy. Here is what those assistants look for, and the fixes that make a Shopify store easier to recommend.
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The real cost of a bloated Shopify app stack
Most growing Shopify brands pay for apps that overlap, slow the store down, and disagree with each other about revenue. Here is how to find what each one really costs.
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Why marketplace apps get rejected, and how to pass review the first time
Amazon, Walmart, TikTok Shop, and the Shopify App Store all review apps before they can access seller data. Most rejections come from the same handful of gaps.
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What Shopify apps really cost in 2026, and when a custom app pays off
Real 2026 app prices for a mid-size Shopify store, where costs balloon, the hidden costs, and an honest rule for when a custom app pays back.
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Why Shopify, GA4, and Meta never agree on revenue (and which number to trust)
Shopify, GA4 and Meta count different things. Here is why the numbers never match, which one to trust, and a 30-minute tracking check.
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Is Shopify Plus worth it in 2026? The real math
Worked fee math for Advanced vs. Plus at $250k, $500k and $1M a month, plus the feature reasons that actually justify the move.
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Fractional CTO vs. full-time hire: what technical leadership really costs a Shopify brand
A full-time technical leader costs close to $300,000 in year one. Here is how that compares with a fractional CTO, and when full-time wins.
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Amazon vs. Walmart vs. TikTok Shop in 2026: fees, fulfillment, and real margins
2026 referral and fulfillment fees for Amazon, Walmart and TikTok Shop, a per-unit profit example for a $60 product, and the overselling risk.
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What slow mobile pages cost a Shopify store, and what to fix first
How mobile speed affects Shopify conversions, what usually slows stores down, and the order to fix things in, with a worked revenue example.