
What the Contact Study Establishes
- On May 4, 2026, StoreInspect counted 563,481 stored accounts, 747,703 contact records and 694,592 filled-in email entries.
- 183,100 domains had a saved verified email, and 7,420 had a saved verified email on a contact classified outside "Unknown role," including "Other role."
- Among 204,101 estimated-50K+ domains, those counts were 79,878 and 5,555 respectively.
- The proposed role ladders below route an initial question.
Some links in this article are affiliate links. We may earn a commission if you purchase through them, at no extra cost to you.
Once an account fits, the next task is to identify who owns the workflow. This study shows where role context is available and where enrichment or merchant confirmation is still needed.
Method
The May 4 query read the data in one consistent, read-only pass and used latest public app/pixel snapshots and stored traffic/contact fields.
| Dataset layer | Count |
|---|---|
| Shopify stores | 563,481 |
| Stores with latest snapshots | 563,480 |
| Contact records | 747,703 |
| Email rows | 694,592 |
| Stores with any contact | 422,221 |
| Stores with a verified contact | 183,100 |
| Stores with a verified mapped role | 7,420 |
Latest snapshots have no age cutoff. Role/profile ages, employment validation, email-verifier method and verification-age coverage were not retained. A verified contact means a filled-in email entry marked verified; it is not a current delivery test. Email entries and contacts are not unique people, and several contacts or addresses can belong to one domain.
Role grouping is an ordered first-match rule: founder/CEO, marketing/growth, ecommerce/merchandising, operations/CX, technical/data, finance, manager/director, then Unknown or Other. Generic normalized VP or head maps to marketing even when the function is unspecified. Substrings and precedence can misclassify a title.
"Mapped" means every group except Unknown, including Other role. Unknown depends on a missing/empty/unknown normalized role after the preceding title rules fail; Other is the remaining filled-in classification. Validate function-specific titles and profiles before treating a VP/head as the person responsible.
Source: our retained query and its summary.
Proposed First-Contact Routes
| App category | Proposed First Contact | Second route | Fallback |
|---|---|---|---|
| Email and SMS | Marketing or growth | Ecommerce | Founder or CEO |
| Reviews and UGC | Marketing or growth | Ecommerce | Founder or CEO |
| Upsell and personalization | Ecommerce | Marketing or growth | Founder or CEO |
| Analytics and attribution | Marketing or growth | Technical or data | Ecommerce |
| Customer support | Operations or CX | Ecommerce | Founder or CEO |
| Shipping and order tracking | Operations or CX | Ecommerce | Founder or CEO |
| Returns | Operations or CX | Ecommerce | Founder or CEO |
| Search and merchandising | Ecommerce | Operations or CX | Founder or CEO |
| Subscription and loyalty | Marketing or growth | Ecommerce | Founder or CEO |
| B2B and wholesale | Operations or CX | Ecommerce or finance | Founder or CEO |
| Fraud and payments | Finance | Operations or CX | Founder or CEO |
These routes follow the task each app category serves. Ask whether the person owns the relevant workflow and who else approves the decision. A founder may be the right route at a smaller business, and a function-specific owner elsewhere.
For account context, see Shopify App ICP Targeting, Shopify Leads for Ecommerce SaaS and How to Qualify Shopify Leads.
Contact Coverage Before Role Routing
| Contact layer | Stores | Share of all stores |
|---|---|---|
| Any contact | 422,221 | 74.9% |
| Verified contact | 183,100 | 32.5% |
| Any mapped role contact | 29,200 | 5.2% |
| Verified non-unknown role contact | 7,420 | 1.3% |
| 50K+ stores | 204,101 | 36.2% |
| 50K+ stores with any contact | 173,521 | 85.0% of 50K+ stores |
| 50K+ stores with verified contact | 79,878 | 39.1% of 50K+ stores |
| 50K+ stores with verified non-unknown role | 5,555 | 2.7% of 50K+ stores |
The high-traffic shares use 204,101 domains as their denominator; the other shares use all 563,481 stored accounts. A role match and a generic verified email can belong to different people unless the combined condition explicitly uses the same contact. The combined non-unknown-role/verified count does use the same record.
Use the coverage ladder to estimate enrichment effort; current employment, chosen-email validation, responsibility and suppression are separate gates.
Role Groups Across the Contact Graph
| Role group | Contacts | Verified contacts | LinkedIn contacts | Stores with verified role |
|---|---|---|---|---|
| Founder or CEO | 25,291 | 5,195 | 15,441 | 4,414 |
| Marketing or growth | 7,196 | 2,778 | 7,155 | 1,674 |
| Ecommerce or merchandising | 2,351 | 871 | 2,341 | 571 |
| Operations or CX | 4,347 | 1,739 | 4,287 | 1,192 |
| Technical or data | 1,393 | 434 | 1,302 | 345 |
| Finance | 836 | 306 | 831 | 278 |
| Manager or director | 15,832 | 5,249 | 15,740 | 2,341 |
| Other role | 36,174 | 7,030 | 35,280 | 3,288 |
| Unknown role | 654,283 | 233,686 | 2,423 | 180,107 |
Each contact receives one ordered role group, so the contact rows sum to 747,703. A domain can appear in several role groups; their domain counts should not be added. LinkedIn availability and saved email verification are separate columns, not an intersection.
The 233,686 verified contacts classified Unknown are saved-status records without role context, and the 7,030 classified Other lack a known function. A generic inbox can support a routing question after validation, but should not receive a pitch that assumes ownership.
Coverage by Estimated Traffic Tier
| Traffic tier | Stores | Contact Record | Verified contact | Verified non-unknown role | Founder/CEO | Marketing | Ecommerce | Ops/CX | Avg apps | Avg pixels |
|---|---|---|---|---|---|---|---|---|---|---|
| Under 50K | 359,380 | 248,700 (69.2%) | 103,222 (28.7%) | 1,865 (0.5%) | 1,163 | 277 | 61 | 207 | 2.8 | 4.3 |
| 50K-200K | 192,940 | 163,498 (84.7%) | 74,727 (38.7%) | 4,227 (2.2%) | 2,573 | 936 | 297 | 646 | 8.1 | 10.2 |
| 200K-1M | 11,101 | 9,967 (89.8%) | 5,117 (46.1%) | 1,309 (11.8%) | 672 | 446 | 206 | 334 | 11.1 | 13.4 |
| 1M+ | 60 | 56 (93.3%) | 34 (56.7%) | 19 (31.7%) | 6 | 15 | 7 | 5 | 10.4 | 14.6 |
The 50K–200K tier supplies volume; the 200K–1M tier has a higher saved non-unknown-role proportion, 11.8%. The founder/marketing/ecommerce/operations columns count domains with saved verified contacts in those classified groups and can overlap.
For a low-cost or specialized app, choose traffic criteria that fit the actual offer; 50K is a research filter, not a paid-app floor.
Eight Contact-Available Offer Screens
All retained offer rows below require estimated 50K+ traffic and at least one contact record. They are differently filtered research candidates.
| Offer | Additional Exact Filter |
|---|---|
| Email/SMS | Advertising signal AND no detected email flag |
| Reviews/UGC | Email flag AND no detected reviews flag |
| Upsell/personalization | Email AND reviews AND neither detected upsell nor personalization |
| Analytics/attribution | Advertising signal AND (email OR at least four detected pixels) AND no analytics flag |
| Support | Advertising signal AND (email OR reviews OR subscription) AND no support flag |
| Shipping/tracking/returns | (Advertising signal OR email) AND none of returns, tracking or shipping flags |
| Subscription/loyalty | Email AND reviews AND neither subscription nor loyalty flag; no repeat-category requirement |
| Fraud/payments | (Classified Plus OR constructed score at least 90 OR at least eight detected apps) AND (payment OR advertising flag) AND no fraud flag |
The flags match categories and selected app signatures in the retained script, not private admin capability. The advertising flag uses Meta/Facebook, TikTok, Google Ads/AdWords text matches or selected Meta, Google Ads, TikTok, Pinterest, Snapchat or Microsoft slugs, OR a positive saved Meta ad count. Empty or missing lists can qualify as no detection.
| App offer | Proposed role ladder | Stores | Verified contact | Saved verified ladder match | Avg apps |
|---|---|---|---|---|---|
| Fraud and payment apps | Finance, Ops/CX, Founder/CEO | 162,948 | 75,003 (46.0%) | 3,555 (2.2%) | 8.7 |
| Shipping, tracking, and returns apps | Ops/CX, Ecommerce, Founder/CEO | 157,331 | 73,352 (46.6%) | 3,636 (2.3%) | 8.4 |
| Analytics and attribution apps | Marketing, Technical/data, Ecommerce | 127,645 | 58,601 (45.9%) | 931 (0.7%) | 7.9 |
| Customer support apps | Ops/CX, Ecommerce, Founder/CEO | 84,095 | 40,664 (48.4%) | 1,950 (2.3%) | 8.6 |
| Email and SMS apps | Marketing, Ecommerce, Founder/CEO | 58,778 | 23,642 (40.2%) | 439 (0.7%) | 6.8 |
| Reviews and UGC apps | Marketing, Ecommerce, Founder/CEO | 46,806 | 22,612 (48.3%) | 1,236 (2.6%) | 8.0 |
| Upsell and personalization apps | Ecommerce, Marketing, Founder/CEO | 40,846 | 21,123 (51.7%) | 1,447 (3.5%) | 9.6 |
| Subscription and loyalty apps | Marketing, Ecommerce, Founder/CEO | 39,818 | 20,287 (50.9%) | 1,268 (3.2%) | 9.9 |
"Saved verified ladder match" counts domains with at least one filled-in saved-verified email on a contact in any of the row's proposed role groups. It does not mean the first role in the ladder was found. Its percentage divides by that row's contact-prefiltered cohort. General verified-contact coverage can refer to another person.
Search and B2B/wholesale offers are left out because their counts depended on raw product thresholds without dated observation or exclusion of the 2,500 placeholder value.
Existing Category Signatures Use a Different Role Filter
| App category used | 50K+ stores | Verified contact | Verified non-unknown role | Founder/CEO | Marketing | Ecommerce | Ops/CX | Avg apps | Avg pixels |
|---|---|---|---|---|---|---|---|---|---|
| Email and SMS | 118,505 | 51,711 (43.6%) | 4,807 (4.1%) | 2,844 | 1,253 | 435 | 860 | 9.4 | 11.1 |
| Reviews | 95,733 | 40,273 (42.1%) | 3,448 (3.6%) | 2,067 | 882 | 314 | 618 | 9.8 | 11.1 |
| Support | 52,330 | 21,528 (41.1%) | 2,233 (4.3%) | 1,284 | 675 | 255 | 465 | 9.7 | 11.4 |
| Upsell | 30,431 | 12,918 (42.5%) | 1,279 (4.2%) | 784 | 347 | 114 | 236 | 12.1 | 12.0 |
| Analytics | 28,730 | 12,722 (44.3%) | 1,572 (5.5%) | 920 | 557 | 213 | 390 | 11.4 | 12.1 |
| Loyalty | 26,888 | 11,875 (44.2%) | 1,616 (6.0%) | 972 | 458 | 173 | 294 | 11.2 | 11.6 |
| Personalization | 14,161 | 6,591 (46.5%) | 999 (7.1%) | 607 | 297 | 125 | 216 | 12.2 | 12.2 |
| Subscription | 9,523 | 4,213 (44.2%) | 343 (3.6%) | 224 | 65 | 8 | 54 | 11.7 | 11.4 |
| Returns or tracking | 4,770 | 2,068 (43.4%) | 181 (3.8%) | 111 | 41 | 9 | 30 | 10.5 | 11.1 |
| Search | 3,396 | 1,504 (44.3%) | 193 (5.7%) | 97 | 53 | 30 | 46 | 10.7 | 12.0 |
These rows select estimated-50K+ domains with category signatures, without the offer table's contact prefilter. Their role numerator is any non-unknown saved-verified classification, including Other, rather than the offer-specific ladder match. Because the definitions differ, do not compare the two tables directly.
A detected app can be free, inactive or partially configured. For a migration or integration offer, confirm the current provider, a real unmet task and whether a change is wanted.
See Stores Ready to Switch Shopify Apps and Shopify App Uninstall Leads for change-specific research.
Coverage Within Labeled Store Categories
| Store category | 50K+ stores | Verified contact | Verified non-unknown role | Founder/CEO | Marketing | Ecommerce | Ops/CX | Avg apps |
|---|---|---|---|---|---|---|---|---|
| Fashion | 23,149 | 9,962 (43.0%) | 944 (4.1%) | 525 | 240 | 126 | 167 | 8.4 |
| Beauty | 12,063 | 5,511 (45.7%) | 785 (6.5%) | 449 | 239 | 105 | 185 | 10.4 |
| Food & Beverage | 9,493 | 4,294 (45.2%) | 378 (4.0%) | 245 | 91 | 12 | 63 | 9.8 |
| Home & Garden | 5,325 | 2,809 (52.8%) | 277 (5.2%) | 169 | 59 | 16 | 45 | 4.4 |
| Jewelry | 2,494 | 1,329 (53.3%) | 185 (7.4%) | 115 | 35 | 18 | 30 | 4.1 |
| Health & Wellness | 2,107 | 1,189 (56.4%) | 150 (7.1%) | 90 | 35 | 4 | 27 | 5.5 |
| Sports & Fitness | 1,891 | 1,025 (54.2%) | 132 (7.0%) | 69 | 45 | 15 | 24 | 5.0 |
| Hobby | 2,836 | 1,331 (46.9%) | 111 (3.9%) | 76 | 24 | 6 | 18 | 4.9 |
| Outdoor & Adventure | 1,260 | 686 (54.4%) | 85 (6.7%) | 50 | 26 | 9 | 19 | 5.0 |
| Electronics | 1,150 | 568 (49.4%) | 80 (7.0%) | 45 | 20 | 8 | 16 | 4.0 |
| Baby & Kids | 999 | 527 (52.8%) | 76 (7.6%) | 52 | 16 | 10 | 11 | 4.7 |
Fashion has the largest saved non-unknown-role count among these displayed labeled categories; the omitted broad Other category has 2,262. Store-level functional columns can overlap.
Build the Account Screen, Then Validate the Route
- Define a specific merchant task and choose a historical account screen that fits it.
- Recheck the current storefront and native/backend alternatives with dates. Ask whether the task is already covered.
- Use the proposed ladder to identify a person, then confirm function and current employment rather than trusting the classifier.
- Select a real email and record verification method/date. Deduplicate and suppress customers, trials, opt-outs, prior bounces and recent contacts.
- Send a task-specific routing question. Enrich missing people only where the account warrants the effort.
Once you have chosen the account and buyer, use our Shopify app marketing plan to connect outreach with App Store listing work, partnerships and retention.
A first touch after an actual check:
"On [date], I saw [specific storefront observation]. Who owns [related task] on your team? We build [actual capability], and I'd like to understand whether your current system already covers it."
For follow-through, use Shopify Contact Data Quality, Shopify Contact Enrichment Workflow, Shopify Outreach Suppression Lists and Shopify App Cold Outreach.
FAQ
Does the study identify 7,420 verified app buyers?
No. It identifies domains with a filled-in saved-verified email on a contact classified outside Unknown, including Other; confirm task ownership before outreach.
Who should an app founder contact first?
Use the app's task to propose a route: marketing for lifecycle work, ecommerce for onsite commerce, operations/CX for post-purchase work, or a founder where appropriate. Confirm the person's function and ask who approves the decision.
Are existing app users easier to sell to?
Not shown here: the two tables use different cohort and role definitions. With existing users, confirm the current provider and whether the merchant wants a change.
Find Shopify Clients Worth Your Time
Search by niche, traffic, and tech stack. Export with verified founder contacts.Search stores by niche, traffic, and tech stack. Export with verified founder contacts so you can skip the research.
![Shopify Countdown Timer Apps [130,278-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-countdown-timer-apps.webp&w=3840&q=75&dpl=dpl_ASZ2k7QmUdLjqCYMyG9dC1YDaAzX)
![Shopify Donation Apps [145,595-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-donation-apps.webp&w=3840&q=75&dpl=dpl_ASZ2k7QmUdLjqCYMyG9dC1YDaAzX)
![Shopify Shipping Protection Apps [136,170-Store Study]](/_next/image?url=%2Fimages%2Fblog%2Fshopify-shipping-protection-apps.webp&w=3840&q=75&dpl=dpl_ASZ2k7QmUdLjqCYMyG9dC1YDaAzX)