![Best Shopify App Combinations [347K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-app-combinations.webp&w=3840&q=75)
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.
![How Many Shopify Apps Is Too Many? [340K Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-bloat.webp&w=3840&q=75)
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.
![50 Best Shopify Stores in 2026 [Data-Ranked Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-stores.webp&w=3840&q=75)
The 50 best Shopify stores ranked by tech stack, traffic, and growth signals from 289K stores. Not opinions, real data.
![Shopify Store Benchmarks 2026 [289K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-store-benchmarks.webp&w=3840&q=75)
Real benchmarks from 289K Shopify stores: apps, pixels, themes, and tech stack data by traffic tier, category, and country.
![What Services Do Shopify Stores Actually Need? [120,017-Store Gap Analysis]](/_next/image?url=%2Fimages%2Fblog%2Fwhat-services-do-shopify-stores-need.webp&w=3840&q=75)
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.
![Shopify Tech Stack: What Successful Stores Actually Run [120,017-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-tech-stack.webp&w=3840&q=75)
We analyzed 120,017 Shopify stores to see what apps, themes, and pixels they actually use. Real data on tech stacks by niche, traffic tier, and store size - not opinions.