
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.
Free methods to find competitor ads on Facebook and TikTok. We analyzed 4,898 stores to show what successful advertisers actually look like - and how to spot winning ads.

TL;DR: You can spy on any competitor's Facebook and TikTok ads for free using Meta Ad Library and TikTok Creative Center. The secret to finding winners: filter by ads running 30+ days (profitable ads stay live). We analyzed 4,898 stores and found that serious advertisers run 6+ tracking pixels and average 3.8 apps. After finding an ad you like, check if the store behind it fits this profile using our free Store Inspector extension.
You want to spy on competitor ads. Maybe you're looking for winning products. Maybe you want creative ideas. Maybe you're trying to figure out why their ads work and yours don't.
Good news: every Facebook, Instagram, and TikTok ad is public. You can see exactly what your competitors run right now - for free.
Bad news: most people use this wrong. They find ads, copy them directly, and wonder why they fail. Or they pay $50-150/month for ad spy tools when free methods work just fine.
This guide shows you how to find competitor ads, spot the winners, and - most importantly - check if the store behind the ad is actually worth copying. An ad is only half the story. The store behind it tells you if that business knows what they're doing.
Let's be honest about limitations upfront. Ad spy tools and libraries show you:
| What You CAN See | What You CAN'T See |
|---|---|
| Ad creative (images, videos) | Actual performance (ROAS, CTR) |
| Ad copy and headlines | How much they're spending |
| Landing page URL | Their targeting settings |
| How long the ad has run | Conversion rate |
| Call-to-action button | Profit margins |
The key insight: You can't see if an ad makes money. But you can figure it out. An ad running for 60+ days is almost certainly profitable. Advertisers don't keep losing ads live.
Our approach: We'll show you how to find ads, then check if the store behind them is legit. A store with 6+ pixels, Klaviyo, and premium apps isn't guessing. They have the tools of a real business.
You don't need paid tools to spy on competitor ads. The platforms themselves make ads public.
The Meta Ad Library is the official, free database of every active ad on Facebook, Instagram, and Messenger. It exists for transparency, but it's also the best free ad spy tool.
How to use it:
Filtering for winners:
The library shows when each ad started running. This is your best signal for success.
| Ad Running Time | What It Means |
|---|---|
| Under 7 days | Still testing, unproven |
| 7-30 days | Showing promise, not confirmed |
| 30-60 days | Likely profitable, worth studying |
| 60+ days | Confirmed winner - they wouldn't keep spending otherwise |
Pro tip: Search broad keywords like "50% off," "free shipping," or your product category. Filter to ads running 30+ days. These are battle-tested creatives.
What to look for:
Limitations:
TikTok's Creative Center shows top-performing ads with actual metrics - more useful than Meta's library in some ways.
How to access it:
What makes TikTok's library better:
Unlike Meta, TikTok shows:
Filtering strategy:
| Filter | Recommended Setting |
|---|---|
| Region | Your target market (US, UK, etc.) |
| Industry | Your category (Apparel, Beauty, Electronics) |
| Campaign Objective | Conversions (for ecommerce) |
| Time Period | Last 30 days |
| Ad Format | All (or focus on Spark Ads for UGC style) |
Finding winning products:
When many brands run similar product ads, that's proof the product sells. But if you see 10+ stores selling the same thing? It's probably too crowded.
Google's Ad Transparency Center shows Search, Display, and YouTube ads - often overlooked for ecommerce research.
Best for:
How to use it:
What to look for in search ads:
Sometimes the best ad research is just visiting competitor stores.
What to check:
Use the Store Inspector extension to instantly see what pixels a store runs.
From our data: 77% of Shopify stores run Meta Pixel. But only 11% have TikTok Pixel. If you find a competitor advertising on TikTok, they're an early adopter in a less crowded space.
Free methods work for most research. Paid tools add value when you need:
| Tool | Best For | Price | Database | Platforms |
|---|---|---|---|---|
| BigSpy | Budget option, huge database | Free / $9-99/mo | 1B+ ads | Facebook, Instagram, TikTok, YouTube, Pinterest |
| Minea | Cross-platform in one place | $49/mo+ | 900M+ ads | Meta, TikTok, Pinterest |
| AdSpy | Deepest Facebook data | $149/mo | 177M+ ads | Facebook, Instagram only |
| PiPiAds | TikTok focus | $77/mo+ | Large | TikTok primary, Meta secondary |
| Foreplay | Creative swipe files | $49/mo+ | Curated | Meta, TikTok |
Stick with free tools if you:
Consider paid tools if you:
Our honest take: Most Shopify store owners and dropshippers don't need paid ad spy tools. The free libraries from Meta and TikTok show you exactly what's running right now. Paid tools save time at scale but don't reveal secret information.
For more tool comparisons, see our complete Shopify spy tools guide.
Finding ads is easy. Knowing which ones matter is hard. Use the VALID framework to evaluate what you find.
The most reliable signal of a winning ad is how long it's been running.
| Running Time | Confidence Level | Action |
|---|---|---|
| Under 7 days | Low - still testing | Note it, check back later |
| 7-30 days | Medium - showing promise | Worth analyzing |
| 30-60 days | High - likely profitable | Study closely |
| 60+ days | Very high - confirmed winner | Reverse engineer everything |
Advertisers don't keep unprofitable ads running. If an ad survives 60+ days, it's making money. As Adintime's research puts it: "If an ad has been running for several months, it is a guaranteed success."
How to check in Meta Ad Library: Each ad shows "Started running on [date]" below the creative.
An ad is only half the picture. The store behind it shows you if this is a real business or a here-today-gone-tomorrow store.
Use Store Inspector to check:
| Signal | What It Means |
|---|---|
| 6+ tracking pixels | Runs ads on many platforms, spends real money |
| Klaviyo installed | Invests in email (serious about keeping customers) |
| Gorgias installed | Has real customer support |
| Paid theme | Willing to invest in their store |
| Shopify Plus | Big business, enterprise-level |
From our 4,898-store analysis:
Stores running 6+ pixels (the "serious advertisers") share these characteristics:
| Characteristic | Value |
|---|---|
| Average apps installed | 3.8 |
| Klaviyo adoption | ~89% |
| Paid theme usage | ~60% |
| Shopify Plus | ~95% |
| Average lead score | 92/100 |
What this means: If you find an ad from a store with this profile, they know what they're doing. Study their strategy. If the store has 1 pixel, no email app, and a free theme? They might have gotten lucky. Don't copy blindly.
For more on reading tech stacks, see our guide on what apps top Shopify stores use.
One successful ad might be luck. Patterns reveal strategy.
Look for:
Pattern example:
You search "posture corrector" in Meta Ad Library and find:
This tells you: pain relief angle > vanity angle for this product. Video with transformation works. Market is validated.
The first 3 seconds of a video ad (or the first line of copy) is everything. That's what stops the scroll.
Common hook types that work:
| Hook Type | Example | Best For |
|---|---|---|
| Problem agitation | "Tired of back pain?" | Pain-point products |
| Curiosity gap | "This weird trick..." | Novel products |
| Social proof | "50,000 people bought this" | Mass-market products |
| Demonstration | Product in action | Visual products |
| UGC/Testimonial | Real person review | Trust-building |
| Transformation | Before/after | Results-based products |
Analyze winning hooks:
Finding competitor ads isn't about copying. It's about understanding what works - then doing it better or differently.
Why direct copying fails:
How to differentiate:
| What to Take | What to Change |
|---|---|
| Hook structure | Your own script/visuals |
| Offer angle | Your specific offer |
| Ad format (video, carousel) | Your product/brand |
| Pain point addressed | Your unique positioning |
| CTA strategy | Your landing page |
Example transformation:
Competitor ad: "Tired of tangled headphones? Our wireless earbuds..."
Your version: "I threw away 5 pairs of wired headphones last year. Here's what I use now..."
Same hook structure (problem → solution). Completely different execution.
Quick tool: Want to check any store's tech stack in one click? Install Store Inspector (free) - see apps, pixels, themes, and traffic tier instantly.
Here's what most ad spy guides miss: analyzing the store behind the ad.
Finding a successful ad is step one. Understanding whether that success is repeatable requires looking at the business behind it.
We analyzed stores in our database running serious ad campaigns (6+ tracking pixels). Here's their profile:
| Pixel | Overall Adoption | In 500k+ Traffic Stores |
|---|---|---|
| Meta Pixel | 77% | 88% |
| Google Ads | 60% | 74% |
| TikTok Pixel | 11% | 14% |
| Pinterest Tag | 8% | 12% |
| Snapchat Pixel | 7% | 10% |
The numbers: 77% run Meta Pixel, but only 11% have TikTok Pixel. TikTok advertising is still early - less competition if you find winning ads there.
| Traffic Tier | Avg Pixels | Avg Apps | What It Signals |
|---|---|---|---|
| Under 10k | 4.3 | 2.2 | Testing, small budget |
| 10k-50k | 5.7 | 3.0 | Growing, some traction |
| 50k-200k | 6.0 | 3.8 | Established, real budget |
| 500k+ | 5.8 | 4.4 | Scaled, optimized |
Stores with 50k-200k monthly traffic run the most pixels (6.0 average). They're actively investing in growth across platforms.
Related: For a deeper look at how tech stack signals connect to revenue, see our guide to checking Shopify store revenue.
After finding an interesting ad, visit the store and check for:
If they have 5+ of these: The store knows what they're doing. Their ad strategy is likely sound.
If they have 1-2 of these: Might be early stage or lucky. Take their ads with more skepticism.
This takes 30 seconds and separates signal from noise.
Our data reveals where most stores aren't advertising - which means less competition for you.
| Platform | Store Adoption | Opportunity |
|---|---|---|
| Meta (Facebook/Instagram) | 77% | Crowded but necessary |
| Google Ads | 60% | Mature, competitive |
| TikTok | 11% | Massive opportunity |
| 8% | Underused for visual products | |
| Snapchat | 7% | Young demographic |
91% of Shopify stores aren't on TikTok. If you find a winning TikTok ad format in your niche, you have far less competition than on Meta.
When analyzing a competitor's store, gaps in their stack are opportunities:
| If They're Missing | What It Means |
|---|---|
| No email app | Acquiring customers but not retaining |
| No TikTok Pixel | Not on TikTok - you could be first |
| No Elevar/attribution | Flying blind on ad performance |
| No reviews app | Missing social proof |
A store running Meta ads without email marketing is paying to get customers and then letting them leave. You can do better.
Find stores to research: Browse our top Shopify stores by category to see real tech stack data from successful brands.
Platforms detect duplicate creative. Your ad will perform worse than the original. Use competitor ads for inspiration, not replication.
Likes and comments don't equal sales. An ad with 10,000 likes might convert terribly. Focus on longevity (how long has it run?) not vanity metrics.
The ad is half the equation. Click through and analyze:
A great ad to a terrible landing page fails.
An ad that works for a brand with 500k Instagram followers won't work the same for you. Think about:
If you find the same product in 50+ ads from different stores, it's saturated. The window has closed.
Saturation check:
Random browsing wastes time. Start with:
Focused research beats endless scrolling.
Step 1: Competitive scan (10 min)
Step 2: Niche research (10 min)
Step 3: Store analysis (10 min)
Keep a simple spreadsheet:
| Competitor | Ad Angle | Running Since | Pixels | Apps | Notes |
|---|---|---|---|---|---|
| Brand A | Pain relief | 45 days | 6 | Klaviyo, Gorgias | Serious, worth studying |
| Brand B | Discount | 12 days | 2 | None | Too early to tell |
Over time, patterns emerge. You'll know what works in your niche without guessing.
Yes. Ad libraries are public on purpose. Meta and TikTok created them so anyone can see what ads run on their platforms. Ad spy tools just organize this public data. You're not hacking or accessing anything private.
For most people, free tools (Meta Ad Library, TikTok Creative Center) are enough. If you need paid features, BigSpy offers the best value at $9/month. AdSpy has the deepest Facebook data at $149/month.
30 days minimum. 60+ days is a confirmed winner. Under 7 days is still testing - don't draw conclusions.
No. Ad spend is private. You can infer relative spend by:
Go to TikTok Creative Center > Top Ads. Filter by your industry, set objective to "Conversions," and browse. For specific competitor research, search their brand name in the TikTok app's ad library section.
No. Use them for inspiration, not replication. Analyze the hook, offer, and format - then create your own version with your product and brand voice.
Search the product in Meta Ad Library. If 50+ advertisers are running ads for it, consider it saturated. 5-15 advertisers means validated but competitive - you'll need differentiation.
Both matter equally. A great ad with a bad landing page wastes money. A great landing page with a bad ad gets no traffic. Always analyze both when researching competitors.
Weekly is enough for most businesses. Daily research leads to analysis paralysis. Set a 30-minute weekly block and stick to it.
Yes. Both Meta Ad Library and TikTok Creative Center let you filter by country. Useful for seeing what works in other markets before testing locally.
Engagement (likes, comments) isn't shown in official ad libraries. If you see engagement data, you're using a third-party tool that estimates or scrapes this information.
Meta (Facebook/Instagram) has the largest proven ecommerce ecosystem. TikTok is growing fast with less competition (only 11% of stores use it). Test both if budget allows.
| Method | Cost | Best For |
|---|---|---|
| Meta Ad Library | Free | Facebook/Instagram research |
| TikTok Creative Center | Free | TikTok ad research + metrics |
| Google Ads Transparency | Free | Search/YouTube ads |
| BigSpy | $9-99/mo | Cross-platform with engagement data |
| Store Inspector | Free | Analyzing the store behind the ad |
Key takeaways:
Longevity is your best signal. Ads running 30+ days are likely profitable.
Free tools work for most research. Meta and TikTok libraries show everything that's currently running.
Analyze the store, not just the ad. Use Store Inspector to check if the advertiser has the infrastructure of a real business.
91% of stores aren't on TikTok. Less competition if you find winning ads there.
Differentiate, don't copy. Use competitor ads for inspiration, then create your own.
Serious advertisers run 6+ pixels and average 3.8 apps. If a store matches this profile, their ad strategy is worth studying.
Want to analyze stores behind competitor ads?
Install Store Inspector - free Chrome extension. See apps, pixels, themes, and traffic tier in one click. Find out if that winning ad comes from a serious business or a lucky guess.
Looking for stores in your niche to research?
StoreInspect has 4,898+ stores with verified tech stack data. Filter by category, apps, and traffic tier - then analyze their advertising strategy.
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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