Ecommerce Articles

21 guides and insights on ecommerce for Shopify store research.

Shopify Mega Menu: App or Theme? [987K Study]

Shopify Mega Menu: App or Theme? [987K Study]

We analyzed 987,075 stores to compare native Shopify mega menu themes with apps. See adoption, pricing, setup steps and the best fit for your catalog.

Best Shopify Age Verification Apps 2026 [831K Study]

Best Shopify Age Verification Apps 2026 [831K Study]

Compare the best Shopify age verification apps in 2026 with 831,416-store data, age-gate adoption, App Store picks, compliance caveats, and FAQs.

Best Shopify Accessibility Apps [820,760-Store Study]

Best Shopify Accessibility Apps [820,760-Store Study]

Our June 24 study of 820,760 stored Shopify snapshots found accessiBe or UserWay signals on 0.60%. Compare detection with actual accessibility work.

How Many Shopify Stores Are There in 2026?

How Many Shopify Stores Are There in 2026?

Compare live-store counts with our October 10 analysis of 1,754,781 stored storefront records, including country, traffic and data freshness.

Ecommerce Lead List [579K-Store Study]: How to Qualify Leads

Ecommerce Lead List [579K-Store Study]: How to Qualify Leads

Build a qualified ecommerce lead list from account fit, dated traffic estimates, contact coverage, role checks, and suppression across 578,569 stores.

Shopify Preorder Apps: Workflow Comparison and April 2026 Signals

Shopify Preorder Apps: Workflow Comparison and April 2026 Signals

Compare preorder payment and cart workflows with dated storefront evidence, current app tiers and Shopify's same-product purchase-option rules.

Best Shopify Quiz Apps [534K-Store Study]

Best Shopify Quiz Apps [534K-Store Study]

April 2026 research found quiz signatures on 3,403 of 534,514 stored storefronts. Compare that historical coverage with current quiz-app plans.

Shopify Theme Trends 2026 [85,445-Store Study]

Shopify Theme Trends 2026 [85,445-Store Study]

Our April 2026 rescan study compares theme labels within a 120-day lookback: broad Custom classifications gained 262 and Horizon gained 84, with detection limits.

Shopify App Market Share: An April 2026 Detectable Footprint

Shopify App Market Share: An April 2026 Detectable Footprint

A dated 508,680-snapshot study of visible app identities, category incidence and traffic-tier differences, with the limits of storefront detection.

Shopify Back-in-Stock Apps: Detection and Workflow Checks

Shopify Back-in-Stock Apps: Detection and Workflow Checks

Retained sports-store restock observations, current Klaviyo and dedicated-app alternatives, and the variant, inventory and notification checks needed before selecting a tool.

Shopify Fraud Prevention Apps: Signals and Coverage Checks

Shopify Fraud Prevention Apps: Signals and Coverage Checks

Retained three-vendor risk-tool observations, current Shopify Protect eligibility, and the coverage, false-decline and workflow checks needed before selecting a provider.

Shopify Checkout Migration: Post-Deadline Checks

Shopify Checkout Migration: Post-Deadline Checks

The 2026 Scripts and legacy-page deadlines have passed. Use dated tracking observations and merchant configuration checks to verify replacements and recover missing behavior.

Shopify Theme Performance: CWV and Research Limits

Shopify Theme Performance: CWV and Research Limits

Separate Shopify's dated real-user theme benchmarks from storefront detection. Our matched Prestige study shows why sparse coverage cannot prove an app-count effect.

Shopify Store Examples: What to Inspect Beyond the App Stack

Shopify Store Examples: What to Inspect Beyond the App Stack

A dated Gymshark storefront observation shows how to study size selection, complementary products, signup and returns without mistaking detector counts for success.

Best Shopify Apps for Fashion Stores: Data and Costs

Best Shopify Apps for Fashion Stores: Data and Costs

Dated fashion-store studies, a real product-page example, and current app limits help you choose tools for reviews, email, wishlists and loyalty.

Shopify Success Rate: What a 192K Snapshot Can Tell You

Shopify Success Rate: What a 192K Snapshot Can Tell You

Our March 2026 traffic and technology snapshot describes 192K stored records. It cannot measure Shopify success, failure, profit or the effect of buying more tools.

How to Tell If a Website Uses Shopify

How to Tell If a Website Uses Shopify

Check Shopify platform clues in source, cart responses and DNS. Includes a dated Gymshark example, correlated-signal limits and a practical evidence log.

Most Popular Shopify Themes: 143K Store Study

Most Popular Shopify Themes: 143K Store Study

February 18, 2026 StoreInspect theme detections across 143,211 records, with corrected Plus shares and limits for choosing or assessing a theme.

How Much Do Shopify Stores Make?

How Much Do Shopify Stores Make?

What public Shopify data can tell you about earnings: a dated traffic study, transparent revenue scenarios, and the costs needed to calculate profit.

How to Choose a Shopify Niche [Dated Catalog Data]

How to Choose a Shopify Niche [Dated Catalog Data]

Compare Shopify categories by observed catalog size, then validate customer demand, repeat buying and unit economics. Includes dated StoreInspect research.