Fabrik Analytics vs Polar:AI Platform for commerce
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 9, 2026.
The short answer
- Polar:AI Platform for commerce is detected on 97× as many Shopify stores as Fabrik Analytics: 1,259 vs 13 as of Nov 9, 2026.
- On the Shopify App Store: Fabrik Analytics 5.0 from 2 reviews and Polar:AI Platform for commerce 4.9 from 116 reviews.
- Polar:AI Platform for commerce lists 11 features Fabrik Analytics’s listing doesn’t mention, including Abandoned cart, Activity tracking, AI insights.
Head to head
Multichannel analytics software, no engineering required.
- United Kingdom
- United Arab Emirates
- United States
- United Kingdom
- Australia
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Growth Studio Plan
Core Plan, from
- · Advertising Signals
- · Business Intelligence
- · Klaviyo Audiences
- · Polar MCP
- · Unlimited connectors
- · Unlimited historical data
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureFabrik Analytics brings your Shopify store, Meta, Google Ads and Klaviyo together for fashion, footwear and sportswear brands. Price changes, stock-outs, ad edits and email sends sit on one timeline over your sales, so you can see what moved them. Profit is shown after product costs, fees, shipping and ad spend. Size and stock views show which sizes are selling out and what to reorder.
Polar is the AI data platform for commerce. It brings Shopify, Amazon, Meta, Google, TikTok, Klaviyo and more into a warehouse you own, with profit, ROAS, CAC, LTV and inventory defined once. On top sits the AI Operator: An agent governs your data, answers questions with the definition behind each number, and monitors your store and ads (in Slack, Teams...).
- All-channel dashboard — store, Meta, Google and Klaviyo in one view
- Contribution margin reporting — track GM through to CM3
- Automated intelligence alerts — rules-based monitoring for CPA, stock, discounts
- 1-click integrations: Shopify, Amazon, Google, Meta, Tiktok, Klaviyo, and more
- Custom KPI Dashboards: Spend, CAC, LTV, ROAS, CVR, Cohorts, Inventory, and more
- Security you can count on: get your own Snowflake database - private & flexible
- Real-time alerts: never miss a drop in conversion rate again
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Fabrik Analytics |  Polar:AI Platform for commerce |
|---|---|---|
| Detected stores | 13 | 1,259(ahead) |
| Net store change, 28 days | 0 | +15 |
| Stores added, 28 days | Not enough data | 30 |
| Big-brand share | Not enough data | 44% |
| Top store categories | Apparel & Accessories, Sporting Goods | Health & Beauty, Apparel & Accessories, Home & Garden |
| Top store countries | United Kingdom, United Arab Emirates | United States, United Kingdom, Australia |
Reviews
| Measure | Fabrik Analytics | Polar:AI Platform for commerce |
|---|---|---|
| App Store rating | 5.0 ★(ahead) | 4.9 ★ |
| App Store reviews | 2 | 116(ahead) |
| New reviews, 28 days | Not enough data | 0 |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | Fabrik Analytics | Polar:AI Platform for commerce |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | No monthly plan listed | $750/month |
| Longest free trial | Not listed | Not listed |
| Plans listed | 1 | 1 |
Listing
| Measure | Fabrik Analytics | Polar:AI Platform for commerce |
|---|---|---|
| Shopify category rank | #1310 | #187(ahead) |
| Shopify App Charts | #12 on Pricing moves in Analytics | #17 in Analytics |
| Built for Shopify | No | No |
| Launched | May 18, 2026 | Oct 28, 2020 |
| Languages | 1 | 2 |
| Developer | Fabrik | Polar Analytics |
FAQ
Fabrik Analytics and Polar:AI Platform for commerce: common questions
- Which is more popular, Fabrik Analytics or Polar:AI Platform for commerce?
- Polar:AI Platform for commerce is detected on 97× as many Shopify stores as Fabrik Analytics: 1,259 vs 13 as of Nov 9, 2026.
- Which has better reviews, Fabrik Analytics or Polar:AI Platform for commerce?
- On the Shopify App Store: Fabrik Analytics 5.0 from 2 reviews and Polar:AI Platform for commerce 4.9 from 116 reviews.
- What features does each app list that the other doesn’t?
- Polar:AI Platform for commerce lists 11 the others don’t mention, such as Abandoned cart, Activity tracking, AI insights, Benchmarking. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 9, 2026; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 9, 2026. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.