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Data Study Articles

71 guides and insights on data study for Shopify store research.

Best Shopify Discount Apps [867K-Store Study]

Best Shopify Discount Apps [867K-Store Study]

Best Shopify discount apps from 866,751 stores. Compare BOGOS, Kaching, Bundle Bear, EasyGift, volume discounts, free gifts, and adoption by traffic tier.

Best Shopify Apps for Electronics Stores [28K-Store Study]

Best Shopify Apps for Electronics Stores [28K-Store Study]

Best Shopify apps for electronics stores, based on 27,862 stores. Search/filter adoption is only 0.6%, despite 4,275-product catalogs at 50K-200K traffic.

Best CRM for Shopify: 864K App Study

Best CRM for Shopify: 864K App Study

Best CRM for Shopify data from 864K stores. Compare top Shopify CRM apps by adoption, HubSpot integration caveats, and CRM prospecting gaps using live signals.

Best Shopify UGC Apps 2026 [858K Study]

Best Shopify UGC Apps 2026 [858K Study]

Best Shopify UGC apps for user-generated content in 2026, ranked with 858K-store data: adoption rates, top tools, category gaps, and paid-media signals.

Best Shopify WhatsApp Apps 2026 [846K-Store Study]

Best Shopify WhatsApp Apps 2026 [846K-Store Study]

Best Shopify WhatsApp apps in 2026, backed by 846K-store data: adoption by traffic, countries, top widgets, support gaps, and agency prospecting angles.

Shopify TikTok Ads Benchmarks [846,802-Store Study]

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.

Best Shopify Booking Apps 2026 [846K-Store Study]

Best Shopify Booking Apps 2026 [846K-Store Study]

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]

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 Form Builder Apps 2026 [18K]

Best Shopify Form Builder Apps 2026 [18K]

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]

Best Shopify Product Feed Apps [825K Data]

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]

Best Shopify Gift Card Apps [754K Data]

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]

Best Shopify Size Chart Apps 2026 [751K Data]

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]

Best Shopify Translation Apps in 2026 [743K Study]

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]

Best Shopify Product Options Apps [738K Study]

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]

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

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]

Shopify Store Locator Apps [799K-Store Study]

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]

Best Shopify Mobile App Builders [803K Study]

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]

Lead Generation Examples for Shopify [583K-Store Study]

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]

Shopify 3PL Leads [573K-Store Study]

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]

Can You See Shopify Ad Spend? [565K-Store Study]

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]

Shopify CDP Leads [565K-Store Study]

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 Study

Shopify Cold Email Personalization Study

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]

Shopify App Retention Benchmarks [74K-Store Study]

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]

Who Buys Shopify Apps? [747K-Contact Study]

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]

Shopify Paid Ads Agency Leads [562K-Store Study]

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]

Shopify SMS Agency Leads [561K-Store Study]

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]

Shopify Subscription Agency Leads [561K-Store Study]

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]

Shopify CRO Agency Leads [560,928-Store Study]

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]

Shopify SEO Agency Leads [560,924-Store Study]

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]

Shopify App Store SEO [17,949-Listing Study]

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]

Shopify App Uninstall Leads [55K-Store Study]

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]

Shopify AI Support Gap [546K-Store Study]

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]

Shopify Helpdesk Migration Leads [546K-Store Study]

Shopify helpdesk migration leads: 6,335 scaled stores use non-Gorgias support apps, with 3,185 verified contacts.

Shopify Attribution Gap [541K-Store Study]

Shopify Attribution Gap [541K-Store Study]

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]

Shopify Loyalty Leads [541K-Store Study]

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]

Mailchimp to Klaviyo Migration Leads [536K Study]

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]

Shopify Email Agency Leads [536K-Store Study]

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]

Best Shopify Apps for Pet Stores [5K-Store Study]

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]

Shopify Lead Scoring [534K-Store Study]

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]

Shopify Sales Triggers [44,906-Store Study]

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]

Monitor Shopify App Installs [44,906-Store Study]

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]

Legacy Customer Accounts on Shopify [506K-Store Study]

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]

Validate a Shopify App Idea [528K-Store Study]

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]

Shopify Apps Losing Share [14,732-Store Study]

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]

Fastest Growing Shopify Apps [41,668-Store Study]

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]

How to Find Shopify Stores by City [43,437-Store Study]

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]

Stores Ready to Switch Shopify Apps [515K Study]

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]

Shopify App Market Share [508,680-Store Study]

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]

Shopify B2B Features by Plan [494K-Store Study]

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]

How to Find New Shopify Stores [7,707-Store Study]

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]

Best Shopify Apps for Health Stores [15K-Store Study]

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]

Best Shopify Apps for Sports Stores [15K-Store Study]

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]

Best Shopify Apps for Food Stores [30K-Store Study]

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]

Best Shopify Apps for Home Stores [44K-Store Study]

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]

Best Shopify Apps for Jewelry Stores [20K-Store Study]

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]

Shopify Retention Gap [358,686-Store Study]

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]

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.

Shopify Plus Upgrade Signals [340K-Store Study]

Shopify Plus Upgrade Signals [340K-Store Study]

We analyzed 340,416 stores to find which signals predict a Shopify Plus upgrade. 13,518 high-traffic stores haven't upgraded yet.

Best Shopify Agency Niches: 332K Store Study

Best Shopify Agency Niches: 332K Store Study

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]

Shopify B2B Opportunity Map [331K-Store Study]

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]

Shopify App Spending: What 120K Stores Pay [Data]

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]

LinkedIn Prospecting for Shopify Agencies [406K Study]

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]

Shopify Agentic Commerce: Only 10% Ready [306K Study]

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]

Who Runs Shopify Stores? [297K-Store Study]

We analyzed 297,336 stores to profile Shopify merchants by country, industry, tech maturity, and contact role. Original data replacing recycled stats.

7 Shopify Buying Signals From Tech Stack Data

7 Shopify Buying Signals From Tech Stack Data

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]

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.

7 Signs a Shopify Store Needs a New Agency [240K Study]

7 Signs a Shopify Store Needs a New Agency [240K Study]

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]

Best Shopify Apps for Beauty Stores [19K-Store Study]

We analyzed 19,026 Shopify beauty stores. Klaviyo leads at 27%, reviews adoption beats all verticals, and 53% still have no email app.

Best Shopify Page Builder Apps: 2026 Guide

Best Shopify Page Builder Apps: 2026 Guide

Compare PageFly, Shogun, GemPages, EComposer, Replo, Builder.io, Beae, and Instant using adoption data from 185,434 Shopify stores.