# 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.

Published: 2026-05-01
Author: StoreInspect Team
Tags: shopify, subscriptions, agency, prospecting, data-study
Canonical HTML: https://storeinspect.com/blog/shopify-subscription-agency-leads

![Shopify subscription agency leads](/images/blog/shopify-subscription-agency-leads.webp)

## TL;DR

- We analyzed **561,459 Shopify stores** with current traffic, app, pixel, category, and contact data.
- The broad Shopify subscription agency lead pool is **19,326 stores** with 50K+ traffic, repeat-purchase category fit, and no visible subscription layer.
- The sharper paid-demand pool is **17,524 stores** with 50K+ traffic, repeat-purchase category fit, paid-media signals, and no visible subscription layer.
- The lifecycle-ready pool is **10,457 stores** with 50K+ traffic, repeat-purchase category fit, visible email, visible reviews, and no visible subscription layer.
- Beauty is the largest visible gap: **11,195** high-traffic beauty stores show no visible subscription layer.
- Food & Beverage has the highest adoption, but still leaves **2,665** high-traffic stores with no visible subscription layer.
- Existing subscription stores are also good leads: **7,326** high-traffic subscription stores show no visible loyalty, **8,936** show no visible SMS, and **6,564** show no visible support.

*Some links in this article are affiliate links. We may earn a commission if you purchase through them, at no extra cost to you. We only recommend tools we've actually tested.*

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Shopify subscription agency leads are not every store without Recharge.

That list is noisy. Some products should not be subscriptions. Some stores use backend-heavy subscription tools that do not leave a clean storefront signature. Some have traffic but no repeat-purchase logic. Some have a subscription app already, but the real opportunity is churn, loyalty, SMS, support, or portal UX.

The useful question is narrower: which Shopify stores look commercially ready for subscription work, but do not show a visible subscription layer?

That is the list a subscription agency, retention consultant, Recharge partner, Skio specialist, or lifecycle agency can actually use. It points to brands where recurring revenue is plausible because the product category, traffic, paid demand, email infrastructure, reviews, and contact quality line up.

We pulled a fresh StoreInspect dataset on May 1, 2026 to map that opportunity.

## How We Collected This Data

We analyzed **561,459 Shopify stores** with latest StoreInspect traffic, app, pixel, category, and contact snapshots.

For each store, we looked for storefront-visible signals:

| Signal | What We Checked |
|---|---|
| Subscription layer | [Seal Subscriptions](/apps/seal-subscriptions), [Skio](/apps/skio), [Recharge Subscriptions](/apps/recharge-subscriptions), Appstle, Bold, Loop, Stay AI, Recurpay, PayWhirl, Ordergroove, Smartrr, Yotpo Subscriptions, Awtomic, and related subscription signatures |
| Repeat-purchase category | [Beauty](/top-shopify-stores/beauty), [Food & Beverage](/top-shopify-stores/food), [Health & Wellness](/top-shopify-stores/health), Pets, Baby & Kids, and [Sports & Fitness](/top-shopify-stores/sports) |
| Paid acquisition | [Meta Pixel](/pixels/meta), [Google Ads](/pixels/google-ads), [TikTok Pixel](/pixels/tiktok), [Google Analytics](/pixels/google-analytics), [Google Tag Manager](/pixels/google-tag-manager), and active paid-social signals where available |
| Lifecycle maturity | [Klaviyo](/apps/klaviyo), [Mailchimp](/apps/mailchimp), [Omnisend](https://your.omnisend.com/QYyJKY), review apps, loyalty apps, SMS apps, support apps, upsell apps, and analytics tools |
| Contact quality | Any contact, verified contact, verified marketing or ecommerce contact, and verified role contact with LinkedIn context |

Traffic tiers are estimates based on StoreInspect's traffic model. We use **50K+ monthly visitors** as the default agency threshold because subscription setup, migration, churn reduction, and portal optimization are easier to justify when a store already has meaningful demand.

We define a **Shopify subscription agency lead** as a store with:

- 50K+ monthly traffic
- A repeat-purchase category
- No storefront-visible subscription layer

We define the sharper **paid-demand subscription lead pool** as:

- 50K+ monthly traffic
- A repeat-purchase category
- Paid-media signals
- No storefront-visible subscription layer

This is storefront-visible data, not admin access. Subscription platforms can be harder to detect than email or review apps because many run through Shopify's Subscription Contracts API, Shopify Checkout, backend integrations, or custom portal logic. A store with no visible subscription layer may still use Recharge, Loop, Appstle, Stay AI, Bold, Shopify Subscriptions, or a custom implementation. Treat missing subscription data as a prospecting filter, not proof.

For the merchant-facing tool comparison, read [Best Shopify Subscription Apps](/blog/best-shopify-subscription-apps). For the broader retention context, read [Shopify Retention Gap](/blog/shopify-retention-gap), [Shopify Loyalty Leads](/blog/shopify-loyalty-leads), and [Shopify SMS Agency Leads](/blog/shopify-sms-agency-leads).

## The Shopify Subscription Agency Lead Pool

The broad pool is **19,326 stores**: 50K+ traffic, repeat-purchase category, and no visible subscription layer.

The sharper paid-demand pool is **17,524 stores**. These stores are not just in subscription-sensible categories. They also show paid-media signals, which means they are already paying to create demand.

| Segment | Stores | Contactable | Verified Contact | Best Agency Offer |
|---|---:|---:|---:|---|
| 50K+ repeat-purchase stores with no visible subscription layer | **19,326** | 16,597 | 9,503 | Subscription feasibility audit |
| 50K+ repeat-purchase + paid-media stores with no visible subscription layer | **17,524** | 15,089 | 8,765 | Subscribe-and-save launch tied to paid acquisition |
| 50K+ repeat-purchase + email stores with no visible subscription layer | **14,202** | 12,338 | 7,366 | Email plus subscription launch |
| 50K+ repeat-purchase + paid-media + email stores with no visible subscription layer | **13,132** | 11,404 | 6,869 | Subscription funnel and lifecycle rollout |
| 50K+ repeat-purchase + email + reviews stores with no visible subscription layer | **10,457** | 9,146 | 5,468 | Reviews, education, reorder, and subscription launch |
| 50K+ repeat-purchase + email + loyalty stores with no visible subscription layer | **4,474** | 3,976 | 2,364 | Loyalty plus subscription program design |
| 50K+ repeat-purchase + email + SMS stores with no visible subscription layer | **2,212** | 1,935 | 1,066 | SMS-supported subscription saves and reorder flows |

The strongest default list is not the broad 19,326-store pool. It is the **13,132-store paid-media + email pool** or the **10,457-store email + reviews pool**.

Those stores already show enough maturity to make the pitch specific. You are not asking a random merchant to believe in subscriptions. You are showing a repeat-purchase brand that its acquisition and lifecycle stack may be missing a recurring revenue path.

For related lead qualification frameworks, use [Shopify Store ICP Framework](/blog/shopify-store-icp-framework), [Shopify Stores With Budget](/blog/shopify-stores-with-budget), [Shopify Lead Scoring](/blog/shopify-lead-scoring), and [How to Qualify Shopify Leads Before Outreach](/blog/how-to-qualify-shopify-leads).

## Why Repeat-Purchase Categories Matter

Subscription prospecting fails when it starts with app absence instead of product fit.

A store selling couches can have 500K monthly visitors and no subscription app. That does not make it a good subscription lead. A store selling coffee, supplements, skincare, pet food, protein powder, baby essentials, or refillable personal-care products is different.

Among 50K+ repeat-purchase stores, the visible gap looks like this:

| Category | Stores | Visible Subscription | No Visible Subscription | Paid No Sub | Email + Reviews No Sub | Verified No Sub |
|---|---:|---:|---:|---:|---:|---:|
| [Beauty](/top-shopify-stores/beauty) | **12,050** | 855 (7.1%) | **11,195** | 10,120 | 7,297 | 5,104 |
| [Food & Beverage](/top-shopify-stores/food) | **9,491** | 6,826 (71.9%) | **2,665** | 2,367 | 946 | 1,457 |
| [Health & Wellness](/top-shopify-stores/health) | **2,133** | 209 (9.8%) | **1,924** | 1,769 | 836 | 1,079 |
| [Sports & Fitness](/top-shopify-stores/sports) | **1,909** | 34 (1.8%) | **1,875** | 1,719 | 698 | 1,010 |
| Baby & Kids | **1,007** | 16 (1.6%) | **991** | 929 | 398 | 522 |
| Pets | **742** | 66 (8.9%) | **676** | 620 | 282 | 331 |

The two biggest lessons are almost opposite.

[Beauty](/top-shopify-stores/beauty) is the largest volume opportunity. It has **11,195** high-traffic stores with no visible subscription layer, and **7,297** of those also have email plus reviews. That is a strong setup for replenishables, routine building, sample-to-full-size flows, VIP subscriptions, and product education.

[Food & Beverage](/top-shopify-stores/food) is the highest-adoption category. **71.9%** of high-traffic Food & Beverage stores show a visible subscription layer. That means the remaining **2,665** no-visible-subscription stores are fewer, but the category proof is stronger. Coffee, matcha, protein, beverages, snacks, supplements, and pantry staples already have a clear subscribe-and-save logic.

[Health & Wellness](/top-shopify-stores/health), [Sports & Fitness](/top-shopify-stores/sports), Pets, and Baby & Kids are smaller, but they are easier to specialize around. A generic "subscriptions grow LTV" pitch is weak. A category-specific pitch around replenishment, dosage, usage cadence, family routines, pet food, or training cycles is stronger.

For category context, pair this with [Best Shopify Apps for Beauty Stores](/blog/best-shopify-apps-for-beauty-stores), [Best Shopify Apps for Food Stores](/blog/best-shopify-apps-for-food-stores), [Best Shopify Apps for Health Stores](/blog/best-shopify-apps-for-health-stores), and [Which Niche Should Your Shopify Agency Target?](/blog/shopify-agency-niche-guide).

## Beauty Is the Largest Visible Gap

Beauty is the biggest subscription agency lead pool in this dataset.

Among 50K+ beauty stores, **11,195** show no visible subscription layer. Those stores are unusually mature:

- **10,120** have paid-media signals.
- **8,689** have a visible email platform.
- **7,297** have email plus reviews.
- **5,104** have a verified contact.
- **54.1%** use [Klaviyo](/apps/klaviyo).
- **35.9%** already show a loyalty layer.
- The average lead score is **97.9**.

That is not a cold education market. Beauty merchants already understand launches, reviews, influencers, replenishment, routines, and lifecycle marketing. The question is whether subscription economics actually fit their products.

Good offer angles:

| Beauty Segment | Fit | Pitch Angle |
|---|---|---|
| Skincare replenishment | High | Routine refill, replenishment timing, subscriber education |
| Haircare and body care | Medium to high | Bundled replenishment and regimen building |
| Cosmetics | Lower | VIP drops, early access, limited bundles, not generic monthly subscription |
| Beauty stores with loyalty | High | Connect loyalty tiers to subscription saves and replenishment behavior |
| Beauty stores with reviews | High | Use review content to reduce first-subscription risk |

Do not assume every beauty store needs a subscription. Some sell products with slow replacement cycles or trend-driven purchase behavior. The best agency pitch starts with a feasibility audit, not a platform recommendation.

## Food and Beverage Is the Highest-Intent Gap

Food & Beverage behaves differently from beauty.

Only **2,665** high-traffic Food & Beverage stores show no visible subscription layer, but the category has the strongest proof that subscriptions work. The visible subscription adoption rate is **71.9%** at 50K+ traffic.

That creates a sharper account-based motion:

- **2,367** Food & Beverage stores have paid-media signals and no visible subscription layer.
- **1,793** have email and no visible subscription layer.
- **946** have email plus reviews and no visible subscription layer.
- **1,457** have a verified contact.
- The average lead score is **92.5**.

The pitch is not "subscriptions are popular." It is more specific:

"Most scaled food and beverage brands in your category already give customers a recurring order path. I did not see a visible subscription layer on your storefront. I would start by testing reorder cadence, discount structure, and how subscription is presented against one-time purchase."

That aligns with how specialist agencies talk about subscription work. For example, Eleven's [Recharge agency page](https://www.weareeleven.co/services/recharge-shopify-agency) frames subscription work around build-a-box flows, dynamic pricing, cancellation flows, portal UX, and ongoing optimization, not just app installation. Churn Buster's [dunning material](https://churnbuster.io/articles/shopify-dunning) similarly focuses on payment recovery and subscriber experience across subscription platforms.

Those are useful reminders for outreach. The sale is not "install Recharge." The sale is recurring revenue architecture: the offer, the portal, the lifecycle flows, the cancellation path, payment recovery, and the reporting loop.

## Existing Subscription Stores Are Optimization Leads

The no-visible-subscription pool is only one side of the market.

We also found **9,521** stores at 50K+ traffic with a visible subscription layer. Those stores are not greenfield leads. They are optimization leads.

| Platform | All Stores | 50K+ Stores | 50K+ Verified | Avg Apps | Klaviyo | Reviews | Loyalty | SMS | Support | Upsell |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| Any visible subscription layer | **15,475** | **9,521** | 4,212 | 11.7 | 52.3% | 63.5% | 23.1% | 6.1% | 31.1% | 29.9% |
| [Seal Subscriptions](/apps/seal-subscriptions) | **8,852** | **4,713** | 2,023 | 11.0 | 49.1% | 61.9% | 22.4% | 4.8% | 34.4% | 21.8% |
| [Skio](/apps/skio) | **497** | **435** | 244 | 12.3 | 92.2% | 84.4% | 32.9% | 24.1% | 52.4% | 47.8% |
| [Recharge](/apps/recharge-subscriptions) | **110** | **82** | 47 | 11.2 | 75.6% | 61.0% | 39.0% | 17.1% | 37.8% | 28.0% |

The optimization gaps are large:

- **7,326** high-traffic visible-subscription stores show no visible loyalty layer.
- **8,936** show no visible SMS layer.
- **6,564** show no visible support layer.

That matters for subscription agencies because subscriber retention rarely depends on the subscription app alone.

A subscription store without visible [Gorgias](https://partner.gorgias.com/x8uxyjtuzct8-c509r), Zendesk, Tidio, or Re:amaze may have support friction around skips, pauses, failed payments, swaps, and cancellations. A subscription store without loyalty may be relying too heavily on discounting. A subscription store without SMS may lack fast recovery for high-intent moments. A subscription store without [Rebuy](https://rebuyengine.com/?ref=2144) or another upsell layer may be underusing subscriber cross-sell opportunities.

For adjacent expansion plays, read [Shopify Loyalty Leads](/blog/shopify-loyalty-leads), [Shopify SMS Agency Leads](/blog/shopify-sms-agency-leads), [Shopify Helpdesk Migration Leads](/blog/shopify-helpdesk-migration-leads), and [Best Shopify Upsell Apps](/blog/best-shopify-upsell-apps).

## Contact Quality Changes the List Size

The raw lead pool is not the outbound list.

For the broad subscription agency lead pool, the funnel shrinks like this:

| List Cut | Stores | Avg Score | Avg Apps | Avg Pixels | Avg Products | Plus | Paid Media | Email | Reviews | Loyalty |
|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
| 50K+ repeat-purchase stores with no visible subscription layer | **19,326** | 95.6 | 8.0 | 10.5 | 2,541 | 88.0% | 90.7% | 73.5% | 69.4% | 27.2% |
| Repeat/no-sub + contactable | **16,597** | 96.1 | 8.2 | 10.5 | 2,629 | 89.7% | 90.9% | 74.3% | 70.3% | 28.1% |
| Repeat/no-sub + verified contact | **9,503** | 96.0 | 7.9 | 10.6 | 2,194 | 89.1% | 92.2% | 77.5% | 70.5% | 28.3% |
| Repeat/no-sub + verified marketing/ecom contact | **676** | 97.6 | 9.0 | 11.9 | 4,904 | 92.6% | 94.4% | 91.9% | 73.8% | 43.3% |
| Paid-media repeat/no-sub + verified contact | **8,765** | 96.1 | 7.9 | 10.9 | 2,085 | 89.3% | 100.0% | 78.4% | 71.2% | 28.7% |
| Email + reviews repeat/no-sub + verified contact | **5,468** | 98.4 | 9.7 | 11.7 | 2,135 | 96.1% | 93.5% | 100.0% | 100.0% | 36.1% |

Use the broad pool for market sizing. Use the verified-contact pool for scaled outbound. Use the verified marketing or ecommerce contact pool for account-based work where each target gets a custom audit.

For contact workflow, use [Shopify Contact Data Quality](/blog/shopify-contact-data-quality), [Verified Shopify Leads](/blog/verified-shopify-leads), [Shopify Decision Maker Contacts](/blog/shopify-decision-maker-contacts), and [Shopify Outreach Suppression Lists](/blog/shopify-outreach-suppression-lists).

## How to Build Subscription Agency Lead Lists

Use separate lists for separate offers.

| Campaign | Filters | First Message Angle |
|---|---|---|
| Subscription feasibility audit | 50K+ + repeat-purchase category + no visible subscription layer | "Your product category may support repeat purchase, but I did not see a visible subscription path." |
| Paid-demand subscription launch | 50K+ + repeat-purchase category + paid media + no visible subscription layer | "Paid acquisition is active. The question is whether enough buyers can be moved into recurring orders." |
| Lifecycle-ready launch | 50K+ + repeat-purchase category + email + reviews + no subscription | "You already have lifecycle and proof assets. Subscription testing is a logical next experiment." |
| Beauty subscription program | Beauty + paid media + email + reviews + no subscription | "Routine, replenishment, and review content can support a subscription offer if the product cadence fits." |
| Food and beverage subscription audit | Food & Beverage + no visible subscription | "The category has strong subscription adoption. Your visible storefront may be missing the recurring path." |
| Subscription churn optimization | Visible subscription + no loyalty, SMS, support, or upsell | "The subscription layer exists. The issue may be retention around skips, pauses, failed payments, and second orders." |
| Platform migration | Visible subscription + low adjacent stack maturity | "The platform may not be the problem. The surrounding retention stack may be underbuilt." |

You can build these filters in the [StoreInspect dashboard](/). Start with category and traffic. Then add paid-media, email, reviews, loyalty, SMS, support, and verified-contact constraints.

For broader sales execution, use [How to Sell to Shopify Stores](/blog/how-to-sell-to-shopify-stores), [Cold Email Templates for Shopify Stores](/blog/cold-email-templates-for-shopify-stores), [Build a Shopify ABM List in 30 Minutes](/blog/shopify-abm-playbook), and [Shopify Sales Stack: Store Data to Booked Meetings](/blog/shopify-outbound-sales-stack).

## Outreach Angles That Match the Data

Good subscription outreach should not say, "You do not have subscriptions."

That is too absolute. The safer line is: "I did not see a visible subscription layer on the storefront."

For a beauty store:

"You already have traffic, reviews, and lifecycle infrastructure, but I did not see a visible subscription path. I would not assume every SKU fits recurring orders. I would start with the products that customers naturally replenish and test one routine-based offer before recommending a platform."

For a food or beverage store:

"Your category has strong subscription adoption at the high-traffic tier. I did not see a visible subscription path on your storefront. I would look at reorder cadence, discount structure, and whether a subscribe-and-save option can compete with one-time purchase without hurting margin."

For an existing subscription store:

"You already have subscription infrastructure, so this is not a launch pitch. I would look at churn-risk moments: skip, pause, failed payment, cancellation reasons, support tickets, and whether loyalty or SMS is reinforcing the subscription experience."

For a Klaviyo-heavy store:

"You already use [Klaviyo](/apps/klaviyo), so the lifecycle foundation is there. I did not see a visible subscription layer. The question is whether replenishment timing and product education can support a recurring offer without turning your email program into discount pressure."

Add one real observation from the site before sending. Mention a replenishable SKU, bundle, refill claim, product routine, review pattern, or paid landing page. The data gets you the account. The site observation gets you the reply.

## Mistakes to Avoid With Subscription Leads

**Mistake 1: Exporting every store without Recharge.** Recharge is only one platform, and backend-heavy apps can be hard to detect. Use "no visible subscription layer" and qualify by category.

**Mistake 2: Ignoring product fit.** Subscriptions work best when replenishment, routine, convenience, savings, or discovery are real. Traffic alone is not enough.

**Mistake 3: Pitching platform before economics.** A merchant does not care whether you prefer [Recharge](/apps/recharge-subscriptions), [Skio](/apps/skio), Loop, Seal, Appstle, or Bold until you explain why recurring purchase should work for their products.

**Mistake 4: Treating launch and optimization as the same service.** A no-subscription beauty store needs feasibility and offer testing. A Skio or Recharge store needs churn, portal, dunning, support, loyalty, SMS, and reporting work.

**Mistake 5: Forgetting operational friction.** Subscriptions create support load, inventory planning complexity, failed payments, skipped orders, refunds, and cancellation reasons. If you sell subscription setup, show that you understand the operational side.

**Mistake 6: Sending the same message to Beauty and Food & Beverage.** Beauty is routine and education-heavy. Food and beverage is replenishment and cadence-heavy. The evidence should change by category.

## FAQ

### What is a Shopify subscription agency lead?

A Shopify subscription agency lead is a store that looks like a fit for subscription setup, subscription migration, churn reduction, or subscription optimization services. The best examples combine 50K+ traffic, repeat-purchase category fit, paid demand, lifecycle maturity, and no storefront-visible subscription layer.

### How many Shopify subscription agency leads are there?

In this study, the broad pool is **19,326** stores with 50K+ traffic, repeat-purchase category fit, and no visible subscription layer. The sharper paid-demand pool is **17,524** stores with paid-media signals added.

### Does no visible subscription layer mean the store has no subscriptions?

No. It means StoreInspect did not detect a storefront-visible subscription app or subscription signature. Some subscription programs run through Shopify's Subscription Contracts API, Shopify Checkout, backend integrations, custom portals, or scripts that are not visible in the storefront scan.

### Which Shopify categories are best for subscription agencies?

[Beauty](/top-shopify-stores/beauty) has the largest visible gap at **11,195** high-traffic stores with no visible subscription layer. [Food & Beverage](/top-shopify-stores/food) has the strongest category proof because **71.9%** of high-traffic stores already show visible subscription adoption.

### Are existing Recharge or Skio stores good leads?

Yes, but they are optimization leads, not setup leads. Existing [Recharge](/apps/recharge-subscriptions), [Skio](/apps/skio), Seal, Appstle, or Bold stores can be good fits for churn reduction, customer portal UX, failed payment recovery, support workflows, loyalty, SMS, upsells, analytics, and migration work.

### Should agencies target stores with email and reviews?

Yes. The **10,457** stores with repeat-purchase category fit, 50K+ traffic, email, reviews, and no visible subscription layer are one of the cleanest launch pools. Email and reviews help reduce first-subscription risk because they support education, proof, and post-purchase follow-up.

### What contact should a subscription agency target?

For scaled outbound, start with verified contacts. For high-touch account work, prioritize founder, ecommerce, marketing, growth, lifecycle, CRM, retention, or digital roles. In this dataset, **9,503** broad subscription leads have a verified contact, and **676** have a verified marketing or ecommerce contact.

### Is Beauty or Food & Beverage better for subscription prospecting?

Beauty is better for volume. Food & Beverage is better for obvious subscription fit. Beauty has **11,195** high-traffic no-visible-subscription stores. Food & Beverage has only **2,665**, but subscription adoption is already high in the category, which makes the case easier.

### How should I pitch subscription services without sounding generic?

Do not start with "you need subscriptions." Start with the visible business context: repeat-purchase category, paid traffic, email, reviews, and no visible subscription layer. Then offer a feasibility audit around reorder cadence, margin, product fit, discount structure, portal UX, and churn risk.

### How is this different from a best Shopify subscription apps article?

A best-apps article helps merchants choose a tool. This study helps agencies and SaaS sellers find prospects. It focuses on category fit, missing visible subscription signals, paid-media context, lifecycle maturity, contact quality, and outreach angles.

## Summary Table

| Question | Answer |
|---|---|
| Dataset size | **561,459** Shopify stores |
| Broad subscription agency lead pool | **19,326** stores with 50K+ traffic, repeat-purchase category fit, and no visible subscription layer |
| Sharper paid-demand pool | **17,524** stores with 50K+ traffic, repeat-purchase category fit, paid media, and no visible subscription layer |
| Lifecycle-ready launch pool | **10,457** stores with 50K+ traffic, repeat-purchase category fit, email, reviews, and no visible subscription layer |
| Verified-contact broad pool | **9,503** stores |
| Largest visible gap category | [Beauty](/top-shopify-stores/beauty), **11,195** high-traffic stores with no visible subscription layer |
| Highest-intent category | [Food & Beverage](/top-shopify-stores/food), **71.9%** visible subscription adoption at 50K+ traffic |
| Existing subscription optimization gap | **7,326** high-traffic subscription stores show no visible loyalty, **8,936** show no visible SMS, **6,564** show no visible support |
| Best first filter | 50K+ traffic + repeat-purchase category + paid media + email/reviews + no visible subscription layer |
| Main caveat | Storefront-visible data can miss backend-heavy subscription apps, custom setups, Shopify Checkout flows, and inactive installs |