Guide·11 min read
Best Shopify Post-Purchase Survey Apps (2026)
Compare the best Shopify post-purchase survey apps: KNO Commerce, Fairing, Zigpoll, OrderSurvey, and Grapevine, with pricing and placement tips.
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ARTICLES
Diagnostic·10 min read
Blended ROAS vs Platform ROAS: Stop the Lie
Platform ROAS lies structurally. Learn how blended and platform ROAS diverge, calculate the overlap ratio, and find your real profit in 30 minutes.
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Diagnostic·10 min read
Google Ads Double Counting Conversions: Fix It Fast
Google Ads double counting conversions inflates ROAS and wrecks Smart Bidding. Diagnose the root cause and fix it in under an hour with this guide.
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Paid Ads·10 min read
Incrementality vs Attribution: Why Your ROAS Lies
Incrementality vs attribution: one measures credit, one measures causality. Learn to calculate incremental ROAS and prove your ads actually work.
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Paid Ads·12 min read
MER vs ROAS: The Scaling Metric That Actually Works
MER vs ROAS explained for Shopify brands: why platform ROAS inflates by 30-40%, how to calculate your MER floor, and which number to scale on.
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Paid Ads·9 min read
Retargeting ROAS Overstated? Here's the 2-5x Inflation Fix
Retargeting ROAS is overstated by 2-5x: platforms claim credit for buyers who'd convert anyway. Use this holdout formula to measure true incrementality.
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Guide·13 min read
Post-Purchase Survey Attribution: Fix Broken Shopify ROAS
Post-purchase survey attribution shows which channels actually drive Shopify buyers—not what Meta claims. Set up in 5 steps and stop wasting ad budget.
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Diagnostic·11 min read
Ad Spend Up Revenue Flat: 4 Root Causes & Fixes
Ad spend up but revenue flat? Diagnose the root cause — saturation, diminishing returns, cannibalization, or attribution mismatch — and fix it fast.
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Guide·13 min read
Track AI Traffic in Shopify Analytics (ChatGPT)
Track AI-referred traffic from ChatGPT, Perplexity, and Claude in Shopify. Set up referrer and UTM tracking to measure AI visitors and prove ROI.
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