Tech Stack Articles

7 guides and insights on tech stack for Shopify store research.

How Many Shopify Apps Is Too Many? [340K Study]

How Many Shopify Apps Is Too Many? [340K Study]

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]

50 Best Shopify Stores in 2026 [Data-Ranked Study]

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]

Shopify Store Benchmarks 2026 [289K-Store Study]

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]

What Services Do Shopify Stores Actually Need? [120,017-Store Gap Analysis]

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.

Shopify Tech Stack by Growth Stage: What 120,017 Stores Install at Every Traffic Tier

Shopify Tech Stack by Growth Stage: What 120,017 Stores Install at Every Traffic Tier

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]

Shopify Tech Stack: What Successful Stores Actually Run [120,017-Store Study]

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.