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Best Shopify App Combinations [347K-Store Study]
We analyzed 347,101 Shopify stores to find which app combinations correlate with growth. Support + Loyalty shows a 20x lift at higher traffic tiers.
7 guides and insights on tech stack for Shopify store research.
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We analyzed 340,557 stores and found the average runs 2.5 apps. 6.8% are bloated (8+). Here's what the data says about app count limits.
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The 50 best Shopify stores ranked by tech stack, traffic, and growth signals from 289K stores, plus where to browse larger Shopify store lists.
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Real benchmarks from 289K Shopify stores: apps, pixels, themes, and tech stack data by traffic tier, category, and country.

We analyzed 120,017 Shopify stores to find the biggest tech stack gaps. 62% have no email app. 79% have no reviews. Here's where agencies should focus.

We mapped 120,017 Shopify stores to 5 growth stages and tracked which apps, themes, and pixels they adopt at each level. Original data, no recycled stats.

We analyzed 120,017 Shopify stores to see which apps, themes, and pixels they use by niche, traffic tier, and store size.