![Shopify TikTok Ads Benchmarks [846,802-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-tiktok-ads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify TikTok Ads Benchmarks [846,802-Store Study]
Shopify TikTok Ads benchmarks from 846,802 stores: TikTok Pixel adoption, Meta + Google expansion gaps, TikTok social signals, and prospecting plays.
66 guides and insights on data study for Shopify store research.
![Best Shopify Booking Apps 2026 [846K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-booking-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Compare the best Shopify booking and appointment apps in 2026 with 846K-store data, current App Store picks, adoption trends, real workflow fit, and gaps.
![Best Shopify Age Verification Apps 2026 [831K Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-age-verification-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
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 Form Builder Apps 2026 [18K]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-form-builder-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Compare the best Shopify form builder apps using 18K-store data, current app picks, Shopify Forms caveats, adoption trends, and prospecting gaps for agencies.
![Best Shopify Product Feed Apps [825K Data]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-product-feed-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Best Shopify product feed apps, backed by 824,860 stores. Compare Merchant Center adoption, Google Ads gaps, feed app picks, and agency prospecting pools.
![Best Shopify Gift Card Apps [754K Data]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-gift-card-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Compare the best Shopify gift card apps with 754K-store data. Rise.ai leads true gift-card tools; EasyGift is gift-with-purchase, not gift cards.
![Best Shopify Size Chart Apps 2026 [751K Data]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-size-chart-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Compare the best Shopify size chart apps in 2026 using 751K-store data. Kiwi leads visible adoption, while 104,431 fit-sensitive 50K+ stores lack one.
![Best Shopify Translation Apps in 2026 [743K Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-translation-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Compare the best Shopify translation apps in 2026 with 743K-store data. Weglot leads visible adoption, while 33,201 currency-ready stores lack translation.
![Best Shopify Product Options Apps [738K Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-product-options-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Compare the best Shopify product options apps using 738K-store data, market share, category gaps, traffic tiers, and app picks for merchants and agencies.
![Best Shopify Accessibility Apps [820,760-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-accessibility-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 820,760 stores to rank the best Shopify accessibility apps by live adoption. Only 0.60% show accessiBe or UserWay.
![Shopify Store Locator Apps [799K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-store-locator-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed Shopify store locator apps across 798,513 stores and found 152 visible installs. See top apps, categories, tiers, and gaps.
![Best Shopify Mobile App Builders [803K Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-mobile-app-builders.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Best Shopify mobile app builders ranked with data from 802,852 stores. See adoption by traffic, category, app stack, Shopify Plus, and Tapcart share.
![Lead Generation Examples for Shopify [583K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Flead-generation-examples-shopify.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Lead generation examples for Shopify agencies and SaaS teams: 10 campaign recipes from 583,376 stores, with filters, contacts, and buyer roles.
![Shopify 3PL Leads [573K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-3pl-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify 3PL leads: 573K-store study finds 136,351 fulfillment-relevant accounts and 53,075 with verified contacts.
![Can You See Shopify Ad Spend? [565K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fcan-you-see-shopify-ad-spend.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Can you see Shopify ad spend? We analyzed 565,627 stores to show what active ads, pixels, traffic, and paid-media signals reveal.
![Shopify CDP Leads [565K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-cdp-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify CDP leads study: 565,253 stores reveal 149,370 CDP-ready accounts with paid media, pixels, and no visible data layer.
Shopify cold email personalization from 564,770 stores: which app, pixel, social, traffic, and contact signals make safe first lines.
![Shopify App Retention Benchmarks [74K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-retention-benchmarks.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify app retention benchmarks from 74,139 stores: visible apps retained 92.1%, but removal rates climb with traffic and app depth.
![Who Buys Shopify Apps? [747K-Contact Study]](/_next/image?url=%2Fimages%2Fblog%2Fwho-buys-shopify-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Who buys Shopify apps? We analyzed 747,703 contacts to map buyer roles by app category, traffic tier, and verified contact coverage.
![Shopify Paid Ads Agency Leads [562K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-paid-ads-agency-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify paid ads agency leads: 562,576 stores reveal paid-media pools, app gaps, verified contacts, and sharper agency filters.
![Shopify SMS Agency Leads [561K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-sms-agency-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify SMS agency leads: 561K-store study finds 110,599 high-traffic email stores with no visible dedicated SMS layer.
![Shopify Subscription Agency Leads [561K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-subscription-agency-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify subscription agency leads: 561K-store study finds 19,326 high-traffic repeat-purchase stores with no visible subscription layer.
![Shopify CRO Agency Leads [560,928-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-cro-agency-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify CRO agency leads: 560,928 stores reveal 176,305 paid-demand accounts and the conversion gaps worth targeting.
![Shopify SEO Agency Leads [560,924-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-seo-agency-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify SEO agency leads: 560,924 stores reveal 132,261 catalog accounts with 50K+ traffic and 108,663 contactable prospects.
![Shopify App Store SEO [17,949-Listing Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-store-seo.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify App Store SEO study: 17,949 listing URLs show keyword patterns, and 53 live listings reveal title, review, and badge signals.
![Shopify App Uninstall Leads [55K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-uninstall-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify app uninstall leads: our 55,437-store study found only 2,018 clean swaps and 1,018 outreach-ready replacement leads.
![Shopify AI Support Gap [546K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-ai-support-gap.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify AI support gap study: 81,490 scaled paid-acquisition stores use email but show no support, tracking, or returns layer.
![Shopify Helpdesk Migration Leads [546K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-helpdesk-migration-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify helpdesk migration leads: 6,335 scaled stores use non-Gorgias support apps, with 3,185 verified contacts.
![Shopify Attribution Gap [541K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-attribution-gap.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify attribution gap study: 139,489 stores with 50K+ traffic and paid-media signals still run no dedicated analytics app.
![Shopify Loyalty Leads [541K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-loyalty-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 541,271 Shopify stores and found 57,310 50K+ Klaviyo stores with no visible loyalty app. Category, traffic, and contact data inside.
![Mailchimp to Klaviyo Migration Leads [536K Study]](/_next/image?url=%2Fimages%2Fblog%2Fmailchimp-to-klaviyo-migration-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Mailchimp to Klaviyo migration leads: we analyzed 536,583 Shopify stores and found 19,433 high-traffic Mailchimp stores without visible Klaviyo.
![Shopify Email Agency Leads [536K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-email-agency-leads.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify email agency leads: we analyzed 536,415 stores and found 50,251 paid-acquisition stores with no visible email app.
![Best Shopify Apps for Pet Stores [5K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-pet-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 4,942 Shopify pet stores. Reviews lead at 32.2%, subscriptions over-index, and 845 scaled stores lack a subscription app.
![Shopify Lead Scoring [534K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-lead-scoring.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify lead scoring data from 534,514 stores: score buckets, verified contacts, traffic tiers, and service-specific prospect pools.
![Shopify Sales Triggers [44,906-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-sales-triggers.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 44,906 Shopify stores to rank the sales triggers worth acting on: first-category installs, clean swaps, theme changes, and noisy alerts.
![Monitor Shopify App Installs [44,906-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fmonitor-shopify-app-installs.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed a 44,906-store matched panel to show which Shopify app install alerts matter, which are noise, and how to monitor swaps better.
![Legacy Customer Accounts on Shopify [506K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Flegacy-customer-accounts-shopify.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify deprecated legacy customer accounts, but 40.9% of 506,321 classified stores still use them. We show where migration risk is highest.
![Validate a Shopify App Idea [528K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fvalidate-shopify-app-idea.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 527,987 Shopify stores to validate a Shopify app idea by mature gap, reachable TAM, and live category growth.
![Shopify Apps Losing Share [14,732-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-apps-losing-share.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify apps losing share: our 14,732-store matched-panel study shows Mailchimp, Rebuy, Stamped, and Smile.io slipping while categories still grow.
![Fastest Growing Shopify Apps [41,668-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Ffastest-growing-shopify-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed a 41,668-store matched panel to find the fastest growing Shopify apps. Judge.me and PageFly lead, while Mailchimp and Privy stall.
![How to Find Shopify Stores by City [43,437-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-find-shopify-stores-by-city.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 514,976 Shopify stores and validated 43,437 city records to show how to find local Shopify prospects without junk location data.
![Stores Ready to Switch Shopify Apps [515K Study]](/_next/image?url=%2Fimages%2Fblog%2Fstores-ready-to-switch-shopify-apps.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 515,358 Shopify stores to find when competitor-installed merchants are worth pitching, and when greenfield outreach still wins.
![Shopify App Market Share [508,680-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-market-share.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 508,680 Shopify stores to measure app market share. Klaviyo leads at 20.6%, but category winners change fast as stores scale.
![Shopify B2B Features by Plan [494K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-b2b-features-by-plan.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Shopify B2B is no longer Plus-only. We reviewed current plan limits and analyzed 494,789 stores to see who actually uses visible wholesale tooling.
![How to Find New Shopify Stores [7,707-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fhow-to-find-new-shopify-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 7,707 recently founded Shopify stores to show which new stores are worth prospecting, and how to find them before lists get noisy.
![Best Shopify Apps for Health Stores [15K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-health-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 15,419 Shopify health stores. Subscription apps over-index 4.8x, email leads at 34%, and 94% have no subscription app.
![Best Shopify Apps for Sports Stores [15K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-sports-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 14,668 Shopify sports stores. GovX ID over-indexes 5.2x, email leads at 30%, and 76% have no review app.
![Best Shopify Apps for Food Stores [30K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-food-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 30,563 Shopify food stores to find the most-used apps. Subscription apps dominate at 6x the platform average.
![Best Shopify Apps for Home Stores [44K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-home-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 44,267 Shopify home and garden stores. Big catalogs, low tech investment. Here's what they install and where the gaps are.
![Best Shopify Apps for Jewelry Stores [20K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-jewelry-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 20,072 Shopify jewelry stores. Highest email adoption of any vertical (32.3%), strongest wishlist signal, and massive gaps.
![Shopify Retention Gap [358,686-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-retention-gap.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
40% of Shopify stores run ads but have zero retention apps. We analyzed 358,686 stores to map the gap by traffic tier, category, and where to prospect.
![Best Shopify App Combinations [347K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-app-combinations.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
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]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-bloat.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
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.
![Shopify Plus Upgrade Signals [340K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-plus-upgrade-signals.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 340,416 stores to find which signals predict a Shopify Plus upgrade. 13,518 high-traffic stores haven't upgraded yet.
We ranked 15 Shopify verticals by tech gaps, contact accessibility, and budget signals. Data-backed guide to picking your agency's niche.
![Shopify B2B Opportunity Map [331K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-b2b-opportunity-map.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 331,692 Shopify stores to map where the B2B opportunity is. 73,510 Plus stores, massive tech gaps, and how to prospect them.
![Shopify App Spending: What 120K Stores Pay [Data]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-app-spending.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 120,017 Shopify stores to reveal what they actually spend on apps. Breakdown by traffic tier, niche, and category.
![LinkedIn Prospecting for Shopify Agencies [406K Study]](/_next/image?url=%2Fimages%2Fblog%2Flinkedin-prospecting-for-shopify-agencies.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
67,375 Shopify store owners have LinkedIn profiles. We analyzed 406K contacts to build the agency playbook for LinkedIn prospecting.
![Shopify Agentic Commerce: Only 10% Ready [306K Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-agentic-commerce.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We scored 305,991 Shopify stores on AI readiness. Only 9.8% are prepared for agentic commerce. The agency opportunity is massive.
![Who Runs Shopify Stores? [297K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fwho-runs-shopify-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 297,336 stores to profile Shopify merchants by country, industry, tech maturity, and contact role. Original data replacing recycled stats.
We analyzed 295,831 Shopify stores and found 7 tech stack patterns that predict purchase intent. 97K stores leak email subscribers.
![50 Best Shopify Stores in 2026 [Data-Ranked Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
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]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-store-benchmarks.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
Real benchmarks from 289K Shopify stores: apps, pixels, themes, and tech stack data by traffic tier, category, and country.
![7 Signs a Shopify Store Needs a New Agency [240K Study]](/_next/image?url=%2Fimages%2Fblog%2Fsigns-shopify-store-needs-new-agency.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 240,121 Shopify stores and found 7 signals that a store needs a new agency. 57,594 run deprecated themes. Here's how to find them.
![Best Shopify Apps for Beauty Stores [19K-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fbest-shopify-apps-for-beauty-stores.webp&w=3840&q=75&dpl=dpl_jzcJ6qXDcLYUDh4oS6Vd8b5S1v7V)
We analyzed 19,026 Shopify beauty stores. Klaviyo leads at 27%, reviews adoption beats all verticals, and 53% still have no email app.
Compare PageFly, Shogun, GemPages, EComposer, Replo, Builder.io, Beae, and Instant using adoption data from 185,434 Shopify stores.