
Shopify Tech Stack by Growth Stage: What 120,017 Stores Install at Every Traffic Tier
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.
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.

TL;DR: We analyzed 68,903 Shopify stores to find what actually drives conversions. Key findings: 40% of mid-tier stores (50K-200K visitors) have no email marketing app. 67% have no reviews app. Only 0.9% use the full CRO stack (Klaviyo + Gorgias + Rebuy). High-traffic stores (1M+) average 3.2 apps vs 1.8 for smaller stores. Use this checklist to audit any store and find the gaps that matter.
You've seen a hundred CRO checklists. They all say the same things:
That's not a checklist. That's a list of things everyone already knows. The problem isn't knowing what to do. The problem is knowing what matters for your store and whether you're behind or ahead of the curve.
Here's what those checklists are missing: benchmarks.
How do you know if having 2 apps installed is good or bad? How do you know if your email capture rate is competitive? How do you know if your store is missing something that 80% of successful stores have figured out?
You don't. Unless you have data.
We analyzed 68,903 Shopify stores to answer these questions. This guide gives you real benchmarks to compare against, organized by traffic tier and category. When you audit a store (yours, a client's, or a competitor's), you'll know exactly where it stands.
What this guide covers: The apps, pixels, and patterns that correlate with higher traffic and engagement. What high-converting stores have that others don't. And a prioritized checklist so you know what to fix first.
Sample: 68,903 Shopify stores in the StoreInspect database
Categories: Fashion (17,802), Home & Garden (8,939), Food & Beverage (8,576), Beauty (6,192), Jewelry (5,219), Health & Wellness (3,752), and 10 more verticals
Traffic tiers:
What we measured: Apps (detected via script patterns), tracking pixels, themes, Shopify Plus status, and category.
Methodology: We use browser-based detection to identify apps and pixels from public-facing JavaScript. This captures what's actually running on stores, not what merchants self-report.
Before diving into the checklist, here's what the data shows about store sophistication by traffic tier.
| Traffic Tier | Stores | Avg Apps | Avg Pixels | Avg Lead Score |
|---|---|---|---|---|
| 1M-5M | 741 | 3.2 | 6.0 | 86 |
| 5M-20M | 760 | 3.0 | 5.6 | 83 |
| 50K-200K | 8,547 | 2.5 | 5.9 | 78 |
| 200K-1M | 29,768 | 2.2 | 5.9 | 82 |
| Under 50K | 29,031 | 1.8 | 4.3 | 64 |
Key insight: High-traffic stores use nearly twice as many apps as smaller stores (3.2 vs 1.8). This isn't because apps cause traffic. It's because successful stores invest in optimization tools.
The 50K-200K tier shows the highest app density relative to size (2.5 apps). This is the "scaling" tier where stores are actively investing in CRO before they hit the big leagues.
Based on industry data and our store analysis:
| Store Tier | Typical CR | Good CR | Top 10% |
|---|---|---|---|
| All Shopify stores | 1.4% | 3.2% | 4.7%+ |
| Fashion & Apparel | 1.4-2.5% | 3.0% | 3.5%+ |
| Beauty & Personal Care | 3-4% | 5.0% | 6%+ |
| Food & Drink | 3-4% | 5.0% | 6%+ |
| Health & Wellness | 3-4% | 5.0% | 6%+ |
| Electronics | 1.1-2.5% | 3.0% | 3.6%+ |
Where you stand:
This is where the data gets interesting. We looked at what apps stores don't have and found massive gaps.
| Traffic Tier | No Email App | No Reviews App | No Support App | No Upsell App |
|---|---|---|---|---|
| 1M-5M | 36.6% | 63.0% | 77.5% | 90.1% |
| 5M-20M | 41.1% | 70.4% | 81.0% | 92.6% |
| 50K-200K | 40.0% | 67.4% | 86.8% | 93.6% |
| 200K-1M | 46.6% | 71.0% | 90.5% | 96.7% |
| Under 50K | 59.5% | 77.1% | 93.9% | 97.8% |
The shocking findings:
40% of mid-tier stores have no email marketing app. These are stores with 50K-200K monthly visitors. Proven traffic, but they're leaving the highest-ROI channel untouched. Email marketing averages $36-42 for every $1 spent.
67-77% of stores have no reviews app. Reviews can increase conversions by 270% or more. Yet only 23-37% of stores use them.
98% of stores have no upsell app. Increasing average order value (AOV) is one of the fastest ways to improve revenue, but almost no one is doing it systematically.
Even at 1M+ traffic, 37% have no email app. These are established stores leaving significant money on the table.
For agencies: This data is your prospecting goldmine. Filter for stores without email apps at 10k+ traffic. They clearly have budget (proven by traffic) and obvious gaps you can fill.
Organized by category, with benchmark data so you know what "good" looks like.
Benchmark: 41-63% of stores have an email app, depending on traffic tier. High-traffic stores are 1.5x more likely to have email marketing.
| App | Stores | Market Share |
|---|---|---|
| Klaviyo | 16,159 | 23.5% |
| Mailchimp | 7,620 | 11.1% |
| Omnisend | 2,103 | 3.1% |
| Postscript SMS | 1,058 | 1.5% |
Checklist:
Traffic tier benchmarks:
| Traffic Tier | Email Adoption | Recommendation |
|---|---|---|
| Under 50K | 41% | Start with free tier (Klaviyo, Omnisend) |
| 50K-200K | 60% | Upgrade to paid, add SMS |
| 200K-1M | 53% | Full automation suite |
| 1M+ | 59-63% | Advanced segmentation, AI personalization |
Quick win: If you don't have email marketing, Klaviyo is the most common choice for scaling stores (23.5% adoption). Mailchimp works for beginners but most stores graduate to Klaviyo as they grow.
Related: How to Get Shopify Store Owner Emails | Best Shopify Popup Apps [191,742-Store Study]
Benchmark: Only 23-37% of stores have a reviews app. This is the most overlooked CRO tactic in our dataset.
| App | Stores | Market Share |
|---|---|---|
| Judge.me | 8,561 | 12.4% |
| Yotpo Reviews | 3,672 | 5.3% |
| Loox | 1,473 | 2.1% |
| Stamped.io | ~800 | 1.2% |
Checklist:
Category benchmarks:
| Category | Reviews Adoption | Notes |
|---|---|---|
| Beauty | 42.3% | Highest adoption. Visual products need proof |
| Health & Wellness | 37.2% | Trust is critical for consumables |
| Baby & Kids | 30.8% | Parents research heavily |
| Food & Beverage | 26.4% | Quality and taste validation |
| Fashion | 25.1% | Size/fit concerns drive review reading |
| Hobby | 17.6% | Lowest adoption. Big opportunity |
Key insight: Beauty stores are 1.7x more likely to use reviews than Hobby stores. If you're in a low-adoption category, adding reviews gives you a competitive edge.
Quick win: Judge.me leads because of its free tier and solid functionality. Yotpo is more common in larger stores with complex needs.
Benchmark: Only 6-23% of stores have a support app. This gap widens as you go down in traffic.
| App | Stores | Market Share |
|---|---|---|
| Gorgias | 3,302 | 4.8% |
| Tidio Chat | 1,036 | 1.5% |
| Zendesk | ~500 | 0.7% |
Checklist:
Traffic tier benchmarks:
| Traffic Tier | Support App Adoption |
|---|---|
| 1M-5M | 23% |
| 5M-20M | 19% |
| 50K-200K | 13% |
| Under 50K | 6% |
Key insight: High-traffic stores are 4x more likely to have support apps than small stores. This isn't just about handling more tickets. It's about reducing friction that kills conversions.
Quick win: Gorgias is the direct-to-consumer (DTC) favorite because it integrates Shopify data directly (order lookup, refunds in the inbox). Tidio is a solid budget option.
Benchmark: Only 2-10% of stores have an upsell app. This is the biggest missed opportunity for increasing AOV.
| App | Stores | Market Share |
|---|---|---|
| Rebuy | 1,408 | 2.0% |
| Various cart upsell apps | ~1,500 | 2.2% |
Checklist:
Traffic tier benchmarks:
| Traffic Tier | Upsell App Adoption |
|---|---|
| 1M-5M | 10% |
| 5M-20M | 7% |
| 50K-200K | 6% |
| Under 50K | 2% |
Key insight: Even among 1M+ stores, only 10% have dedicated upsell apps. If you're not doing upsells, you're in the 90%. That's not a good thing.
Quick win: Start with Shopify's native product recommendations. Upgrade to Rebuy when you're ready for AI-powered personalization and post-purchase offers. See our full upsell app comparison for the complete breakdown by adoption, niche, and traffic tier.
Benchmark: 77.9% of stores have Google Analytics 4. Only 12.6% have TikTok Pixel.
| Pixel | Stores | Adoption |
|---|---|---|
| Shopify Web Pixel | 65,868 | 95.6% |
| Google Analytics 4 | 53,694 | 77.9% |
| Google Tag Manager | 42,927 | 62.3% |
| Meta Pixel (Facebook) | 36,802 | 53.4% |
| Google Ads | 30,834 | 44.8% |
| Klaviyo pixel | 16,578 | 24.1% |
| Pinterest Tag | 10,421 | 15.1% |
| TikTok Pixel | 8,659 | 12.6% |
| Microsoft Clarity | 6,050 | 8.8% |
| Hotjar | 4,815 | 7.0% |
Checklist:
Pixel adoption by traffic tier:
| Traffic Tier | Meta Pixel | GA4 | TikTok | Klaviyo |
|---|---|---|---|---|
| 1M-5M | 64% | 88% | 25% | 22% |
| 5M-20M | 59% | 83% | 20% | 21% |
| 50K-200K | 62% | 88% | 18% | 29% |
| 200K-1M | 60% | 89% | 13% | 28% |
| Under 50K | 44% | 64% | 10% | 19% |
Key insight: TikTok Pixel adoption is 2.5x higher for 1M+ stores (25%) vs small stores (10%). High-traffic stores are diversifying their ad channels while smaller stores are stuck on Meta-only strategies.
Quick win: Install Microsoft Clarity (free). It gives you heatmaps and session recordings without the Hotjar price tag.
Benchmark: High-traffic stores are 1.4x more likely to use custom themes than small stores.
| Traffic Tier | Custom % | Paid % | Free % |
|---|---|---|---|
| 5M-20M | 36.1% | 38.8% | 25.1% |
| 1M-5M | 33.6% | 38.1% | 28.3% |
| 50K-200K | 23.0% | 49.5% | 27.5% |
| 200K-1M | 23.1% | 44.1% | 32.8% |
| Under 50K | 25.1% | 38.2% | 36.7% |
Checklist:
Key insight: The 50K-200K tier shows the highest paid theme adoption (49.5%). Stores at this level invest in brand before going custom. It's a smart middle ground.
When to upgrade from free:
Browse paid options in the Shopify Theme Store.
Related: How to Detect What Shopify Theme a Store Is Using
Benchmark: 7-16% of stores have a loyalty app, increasing with traffic.
| App | Stores | Market Share |
|---|---|---|
| Smile.io | 4,082 | 5.9% |
| Yotpo Loyalty | ~1,200 | 1.7% |
| LoyaltyLion | ~600 | 0.9% |
Checklist:
Traffic tier benchmarks:
| Traffic Tier | Loyalty Adoption |
|---|---|
| 1M-5M | 16% |
| 50K-200K | 12% |
| 200K-1M | 10% |
| Under 50K | 7% |
When to add loyalty:
We looked at app combinations to identify patterns among sophisticated stores.
| Combination | Stores | % of Total |
|---|---|---|
| Klaviyo + Reviews (any) | 10,235 | 17.4% |
| Klaviyo + Gorgias | 2,912 | 5.0% |
| Email + Reviews + Support | 2,586 | 4.4% |
| Klaviyo + Gorgias + Rebuy | 545 | 0.9% |
The Premium CRO Stack (0.9% of stores):
Only 545 stores out of 68,903 use the combination of:
This 0.9% represents the most sophisticated operators. They're investing in all three legs of the CRO stool: customer retention (email), trust and friction reduction (support), and revenue optimization (upsells).
The Scaling Stack (5% of stores):
Klaviyo + Gorgias is more common (2,912 stores, 5%). These stores have figured out that email without support leaves gaps. Customers have questions, and if you can't answer them, you lose the sale.
The Baseline Stack (17.4% of stores):
Klaviyo + Reviews (any review app) is the most common combination. This is the minimum viable CRO stack: email to capture and nurture, reviews to convert.
If you're not in the 17.4%, you're behind the baseline. Start with Klaviyo + Judge.me.
Based on the data, here's what to prioritize at each stage:
Your gaps: 59.5% have no email, 77.1% have no reviews
Priority order:
Don't bother with yet:
Your gaps: 40% have no email, 67.4% have no reviews, 86.8% have no support
Priority order:
Consider:
Your gaps: 46.6% have no email, 71% have no reviews, 90.5% have no support
Priority order:
Consider:
Your gaps: 36.6% have no email (yes, really), 63% have no reviews
Priority order:
Invest in:
| Action | Impact | Effort | Cost |
|---|---|---|---|
| Install Microsoft Clarity | Medium | 5 min | Free |
| Add TikTok Pixel | Medium | 10 min | Free |
| Install Judge.me free tier | High | 30 min | Free |
| Add Klaviyo free tier | High | 1 hour | Free |
| Set up abandoned cart email | High | 2 hours | Free |
| Add free shipping threshold | Medium | 15 min | Free |
| Action | Impact | Effort | Cost |
|---|---|---|---|
| Upgrade to paid email | High | 2-4 hours | $20-200/mo |
| Add photo review collection | Medium | 2 hours | Varies |
| Implement live chat | Medium | 4 hours | $0-100/mo |
| Add cart upsells | High | 4-8 hours | $0-99/mo |
| Upgrade theme | Medium-High | 8-20 hours | $0-400 |
| Action | Impact | Effort | Cost |
|---|---|---|---|
| Full CRO audit with agency | High | 2-4 weeks | $1,000-5,000 |
| A/B testing program | High | Ongoing | $100-500/mo |
| Custom theme development | Medium | 4-12 weeks | $5,000-50,000 |
| Loyalty program | Medium | 2-4 weeks | $50-400/mo |
| Advanced personalization | High | 4-8 weeks | $200-2,000/mo |
| Category | Stores | Email % | Reviews % |
|---|---|---|---|
| Beauty | 6,192 | 59.9% | 42.3% |
| Health & Wellness | 3,752 | 56.6% | 37.2% |
| Baby & Kids | 1,772 | 54.1% | 30.8% |
| Food & Beverage | 8,576 | 53.0% | 26.4% |
| Outdoor & Adventure | 2,009 | 51.8% | 30.8% |
| Fashion | 17,802 | 51.5% | 25.1% |
| Jewelry | 5,219 | 50.1% | 25.2% |
| Sports & Fitness | 2,314 | 49.8% | 26.9% |
| Home & Garden | 8,939 | 47.1% | 25.2% |
| Electronics | 2,673 | 42.2% | 28.5% |
| Hobby | 3,301 | 35.6% | 17.6% |
What this means:
The average Shopify conversion rate is 1.4%. A good rate is 3.2% or higher, which puts you in the top 20%. The top 10% of stores convert at 4.7%+. This varies by industry. Beauty and Food stores typically convert higher than Fashion and Electronics.
Based on our data, the most common reasons are:
Use the checklist above to audit your store and identify gaps.
Stores with 1M+ monthly visitors average 3.2 apps vs 1.8 for smaller stores. The most common apps among high-traffic stores are:
The "premium CRO stack" (Klaviyo + Gorgias + Rebuy) is used by only 0.9% of stores.
Based on our data:
Quality matters more than quantity. Having the right apps (email, reviews, support) is more important than having many apps. Too many apps can slow your store and cause conflicts.
23.5% of stores in our database use Klaviyo, making it the #1 email marketing app for Shopify. Adoption is higher among mid-to-large stores. Among stores with 50K-200K traffic, email marketing adoption is 60%, with Klaviyo being the most common choice.
Based on our data:
Paid themes become the norm as stores scale. If you're above 10K monthly visitors and still on Dawn or Debut, consider upgrading. The 50K-200K tier shows the highest paid theme adoption. Stores invest in brand before going custom.
At minimum, install:
Consider adding:
Use the free Store Inspector extension to detect apps, themes, and pixels on any Shopify store. Or use StoreInspect to browse thousands of stores by app, category, and traffic tier.
Related: How to Analyze Shopify Competitors
The Baseline (do these first):
The Scaling Stack (50K+ visitors):
The Premium Stack (200K+ visitors):
Free option: Install the Store Inspector extension to analyze any Shopify store's apps, theme, and pixels.
Full database: Use StoreInspect to search 68,000+ stores by category, traffic tier, and tech stack. Filter for stores using specific apps, or stores missing them.
Browse Top Stores by Category → | Get the Free Extension →
Related guides:
Search by niche, traffic, and tech stack. Export with verified emails.


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.
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