![Export Shopify Stores by Revenue Tier [500K Study]](/_next/image?url=%2Fimages%2Fblog%2Fexport-shopify-stores-by-revenue-tier.webp&w=3840&q=75)
Export Shopify Stores by Revenue Tier [500K Study]
Export Shopify stores by revenue tier using 501K store data. See which bands have the best contact coverage, Plus mix, and tech-stack signals.
53 guides and insights on data for Shopify store research.
![Shopify App Outreach: First 100 Stores [501K Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-outreach-first-100-stores.webp&w=3840&q=75)
Shopify app outreach data from 501,325 stores. See the wedges, niches, and tech-stack gaps best suited to landing your first 100 installs.
![Best Shopify Wholesale Apps [495K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-wholesale-apps.webp&w=3840&q=75)
We analyzed 495,091 Shopify stores and found just 1,472 running visible wholesale apps. Here are the best Shopify wholesale apps by use case.
![Shopify Server-Side Tracking [183K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-server-side-tracking.webp&w=3840&q=75)
We analyzed 183,408 Shopify stores. Only 1.5% use analytics apps, even as Shopify shifts tracking to Customer Events and server-side measurement.
![Best Shopify Back in Stock Apps [475K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-back-in-stock-apps.webp&w=3840&q=75)
We analyzed 474,871 Shopify stores to find which back-in-stock apps merchants actually use. Only 2.3% run one. Here's the real adoption data.
![Best Shopify Fraud Prevention Apps [475K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-fraud-prevention-apps.webp&w=3840&q=75)
We analyzed 475,076 Shopify stores and found only 0.4% use a visible fraud-prevention app. Here are the tools serious merchants actually run.
![Best Shopify Returns Apps in 2026 [447K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-returns-apps.webp&w=3840&q=75)
We analyzed 446,848 Shopify stores to find which returns apps merchants actually use. Only 0.156% show one. Here's the honest ranking.
![Shopify Checkout Migration 2026 [385K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-checkout-migration.webp&w=3840&q=75)
Three Shopify deadlines hit in 2026. We analyzed 385K stores to show what breaks, who's affected, and how to migrate.
![Shopify Theme Performance [385K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-theme-performance.webp&w=3840&q=75)
We analyzed 385,030 Shopify stores to measure real-world theme performance. Paid themes run 48% more apps and score 38% higher.
The 5-minute pre-call research system for Shopify agencies. Check theme, apps, pixels, traffic, and contacts to build pitches that convert.
![Best Shopify Apps for Fashion Stores [63K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-fashion-stores.webp&w=3840&q=75)
We analyzed 63,365 Shopify fashion stores to find which apps they actually use. See top apps, adoption rates by growth stage, and where fashion differs.
![How to Market a Shopify App [240K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-market-a-shopify-app.webp&w=3840&q=75)
Data-backed guide to marketing your Shopify app. We analyzed 240K stores to show exactly how many merchants need each app category.
![Best Shopify Search Apps in 2026 [246K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-search-apps.webp&w=3840&q=75)
We analyzed 246,272 Shopify stores. Only 0.4% use a search app. Here's what they install, why it matters, and which apps actually win.
![Best Shopify Personalization Apps in 2026 [232K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-personalization-apps.webp&w=3840&q=75)
We scanned 232,794 Shopify stores to find which personalization apps they actually use. 97.5% have none. Rebuy leads. Full data breakdown.
![How to Find Shopify Stores Running Paid Ads [120,017-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-find-shopify-stores-running-paid-ads.webp&w=3840&q=75)
We analyzed pixel data across 120,017 Shopify stores. 46.8% run Meta Pixel, 37.2% run Google Ads. Here's how agencies use ad signals to find their best prospects.
![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.
![Best Shopify Affiliate & Referral Apps in 2026 [193,717-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-affiliate-apps.webp&w=3840&q=75)
We analyzed 193,717 Shopify stores to find who runs affiliate programs and which networks they use. 97% don't. Here's the data and the best apps to change that.
![Best Shopify Buy Now Pay Later Apps in 2026 [192,316-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-buy-now-pay-later-apps.webp&w=3840&q=75)
We analyzed 192,316 Shopify stores to find which BNPL apps merchants actually use. Afterpay vs Klarna adoption data by traffic tier, niche, and store size.
![Best Shopify Shipping & Order Tracking Apps in 2026 [193,058-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-shipping-apps.webp&w=3840&q=75)
We analyzed 193,058 Shopify stores to find which shipping and order tracking apps merchants actually use. Route vs AfterShip vs Parcel Panel data and pricing.
![Best Shopify Wishlist Apps in 2026 [192,464-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-wishlist-apps.webp&w=3840&q=75)
We analyzed 192,464 Shopify stores to find which wishlist apps merchants actually use. Swym vs Growave vs Wishlist King adoption data by traffic, niche, and store size.
![Shopify Success Rate: What 191,980 Stores Reveal About Who Makes It [Data Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-success-rate.webp&w=3840&q=75)
We analyzed 191,980 Shopify stores to find the real success rate. 83% never break 50K visitors. Here's what separates stores that grow from stores that don't.
![Best Shopify SMS Marketing Apps in 2026 [183,189-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-sms-marketing-apps.webp&w=3840&q=75)
We scanned 183,189 Shopify stores to find which SMS marketing apps they actually use. Only 2% have one. Postscript vs Attentive data by store size and niche.
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.
![Best Shopify Popup Apps in 2026 [191,742-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-popup-apps.webp&w=3840&q=75)
We scanned 191,742 Shopify stores to find which popup apps they actually use. 95% have none. Here's what the other 5% run, by niche, traffic tier, and store size.
![How Many Shopify Stores Are There in 2026? [183,417-Store Analysis]](/_next/image?url=%2Fimages%2Fblog%2Fhow-many-shopify-stores-are-there.webp&w=3840&q=75)
We analyzed 183,417 Shopify stores to break down what the ecosystem actually looks like: by country, niche, traffic, apps, themes, and Shopify Plus adoption.
![Best Shopify Loyalty Apps in 2026 [162,165-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-loyalty-apps.webp&w=3840&q=75)
We scanned 162,165 Shopify stores to find which loyalty apps they actually use. 93% have none. Smile.io leads with 63% market share. Full data breakdown inside.
![Best Shopify Customer Support Apps in 2026 [153,867-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-customer-support-apps.webp&w=3840&q=75)
We analyzed 153,867 Shopify stores to find which customer support apps they actually use. 94% have none. Here's who runs what, by niche and store size.
![Best Shopify Subscription Apps in 2026 [154,065-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-subscription-apps.webp&w=3840&q=75)
We scanned 154,065 Shopify stores to find which subscription apps they use. 98% have none. Food & Beverage leads adoption at 5.6%. Here's the full breakdown.
![Best Shopify Upsell & Cross-Sell Apps in 2026 [143,239-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-upsell-apps.webp&w=3840&q=75)
We analyzed 143,239 Shopify stores and found 98% have no upsell app. Here's what the other 2% actually run, ranked by real install data. Honest ratings based on real testing.
![Best Shopify Review Apps in 2026 [143,224-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-review-apps.webp&w=3840&q=75)
We analyzed 143,224 Shopify stores to find which review apps they actually use. 79% have none. Here's what the other 21% run, ranked by real adoption data.
![Best Shopify Email Marketing Apps in 2026 [143,198-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-email-marketing-apps.webp&w=3840&q=75)
We analyzed 143,198 Shopify stores to find which email marketing apps they actually use. 62% have none. Here's what the other 38% run, by niche and size.
![Most Popular Shopify Themes in 2026 [143,211-Store Data Study]](/_next/image?url=%2Fimages%2Fblog%2Fmost-popular-shopify-themes.webp&w=3840&q=75)
We analyzed 143,211 Shopify stores to find the most popular themes. Dawn leads at 12%, but 27K stores still run deprecated themes.
![How Much Do Shopify Stores Make? [133,894-Store Data Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-much-do-shopify-stores-make.webp&w=3840&q=75)
The $5,583/month average is wrong. We pulled data from 133,894 Shopify stores to see what they really make, broken down by traffic tier, niche, and tech stack.
![Shopify Facebook Ads: Who's Actually Running Meta Ads (and Who's Not) [2,375-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-meta-ads-study.webp&w=3840&q=75)
We analyzed Meta Ad Library data for 2,375 Shopify stores. Only 22.5% run Facebook ads. See what separates advertisers from non-advertisers.
![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.
![How to Detect What Pixels a Shopify Store Is Using [108,292-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fdetect-shopify-pixels.webp&w=3840&q=75)
5 free methods to detect tracking pixels on any Shopify store. Our 108,292-store study reveals pixel adoption rates, what each pixel stack signals about marketing maturity, and the gaps worth exploiting.
![Best Shopify Competitor Research Tools in 2026 [100,922-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-competitor-research-tools.webp&w=3840&q=75)
We tested 12 Shopify competitor research tools against 100,922 stores. Honest ratings, budget tiers, and the signals that predict success.
![How to Sell to Shopify Stores [91,694-Store Study + Pitch Scripts]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-sell-to-shopify-stores.webp&w=3840&q=75)
Learn how to sell services to Shopify stores with data-backed strategies. Our 91,694-store study reveals what they buy, who to contact, and scripts that convert cold leads into paying clients.
![How to Buy a Shopify Store [91,694-Store Due Diligence Guide]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-buy-a-shopify-store.webp&w=3840&q=75)
Learn how to buy a Shopify store with data-backed due diligence. Our 91,694-store study reveals red flags and the signals that predict real value.
![How to Value a Shopify Store [83,258-Store Study + Formulas]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-value-a-shopify-store.webp&w=3840&q=75)
Learn how to value a Shopify store using SDE multiples and tech stack signals. Original data from 83,258 stores reveals which factors actually predict store value.
![Shopify CRO Checklist: How to Increase Conversion Rate [68,903-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-cro-checklist.webp&w=3840&q=75)
A data-backed Shopify conversion rate optimization checklist. We analyzed 68,903 stores to reveal what high-converting stores do differently, with benchmarks by traffic tier and industry.
![How to Build a Shopify Client List for Your Agency [7 Methods + 52K Store Data]](/_next/image?url=%2Fimages%2Fblog%2Fbuild-shopify-client-list.webp&w=3840&q=75)
Learn 7 proven methods to build a qualified Shopify client list. Original data from 52,000+ stores reveals which methods work, time/cost tradeoffs, and how to find stores that can actually afford your services.
![How to Identify Shopify Plus Stores [44,369-Store Study + 7 Detection Methods]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-identify-shopify-plus-stores.webp&w=3840&q=75)
Learn how to detect Shopify Plus stores for B2B prospecting. We analyzed 44,369 stores and found Plus merchants have 2.4x more apps and 2x higher lead scores. Includes 7 detection methods with code snippets.
![How to Check Shopify Store Traffic [7 Methods + 23,619-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-check-shopify-store-traffic.webp&w=3840&q=75)
Learn 7 ways to estimate any Shopify store's traffic. We analyzed 23,619 stores to find which signals predict traffic tier. Free methods included.
![How to Spy on Competitor Facebook & TikTok Ads [2026 Guide]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-spy-on-competitor-ads.webp&w=3840&q=75)
Free methods to find competitor ads on Facebook and TikTok. We analyzed 4,898 stores to show what successful advertisers actually look like - and how to spot winning ads.
![Best Shopify Niches in 2026 [23,619-Store Data Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-niches.webp&w=3840&q=75)
We analyzed 23,619 Shopify stores to find which niches actually perform. Ranked by app investment, ad spend, and retention signals - not opinions.
![How to Find Winning Products in 2026 [23,619-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-find-winning-products.webp&w=3840&q=75)
We analyzed 23,619 Shopify stores to find what winning product sellers actually do. 8 research methods, validation frameworks, and the tech stacks that correlate with success.
![How to Tell if a Shopify Store is Dropshipping [Research Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-tell-if-shopify-store-is-dropshipping.webp&w=3840&q=75)
We tested 14 detection methods on known dropshipping stores. Here's what actually works, what doesn't, and why the dropship/brand line is blurrier than you think.
![Best Shopify Spy Tools in 2026 [Honest Guide + 4,898-Store Data]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-spy-tools.webp&w=3840&q=75)
We compared 10 Shopify spy tools and analyzed 4,898 stores to find what actually works. Honest accuracy expectations, real user ratings, and the signals that matter.
![How to Check Shopify Store Revenue [7 Methods + 4,898-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-check-shopify-store-revenue.webp&w=3840&q=75)
Learn 7 ways to estimate any Shopify store's revenue. Original data from 4,898 stores reveals which signals actually predict revenue. Free methods included.
![How to Find Shopify Clients for Your Agency [8,993-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-find-shopify-clients.webp&w=3840&q=75)
We analyzed 8,993 Shopify stores to find where agencies should look for clients. See which stores need your services, what gaps to target, and how to reach decision-makers.
![How to Analyze Shopify Competitors [2026 Data Study]](/_next/image?url=%2Fimages%2Fblog%2Fanalyze-shopify-competitors.webp&w=3840&q=75)
Learn exactly what to look for when analyzing Shopify competitors. Original data from 4,898 stores reveals what separates successful stores from the rest.
![What Apps Do Top Shopify Stores Use? [500-Store Analysis]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-analysis.webp&w=3840&q=75)
We analyzed 500+ Shopify stores to see what apps successful brands use. Real data on Klaviyo, reviews, analytics, and more.