Tech Stack Articles

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

Best Shopify App Combinations [347K-Store Study]

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.

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, plus where to browse larger Shopify store lists.

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 Need?

What Services Do Shopify Stores Need?

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

Shopify Tech Stack by Growth Stage

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 Study: 120K Stores

Shopify Tech Stack Study: 120K Stores

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