Polar:AI Platform for commerce vs TheLab by DREAMLABS
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 9, 2026 for Polar:AI Platform for commerce, Oct 13, 2026 for TheLab by DREAMLABS.
The short answer
- Paid plans start at $750/month for Polar:AI Platform for commerce and $99/month for TheLab by DREAMLABS.
- Polar:AI Platform for commerce lists 10 features TheLab by DREAMLABS’s listing doesn’t mention, including Cohort analysis, Data export, Event tracking.
Head to head
Multichannel analytics software, no engineering required.
- 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.
Core Plan, from
- · Advertising Signals
- · Business Intelligence
- · Klaviyo Audiences
- · Polar MCP
- · Unlimited connectors
- · Unlimited historical data
Starter Plan
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featurePolar 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...).
TheLab solves the problem of switching between Meta, Google, TikTok, Shopify, and Klaviyo to understand your store's performance. It pulls all your data into a single real-time Command Center with AI-powered insights that proactively identify trends, flag issues, and recommend optimizations.
- 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
- Real-time Command Center with live revenue, ROAS, ad spend, and CPM's.
- AI-powered insights that proactively flag performance issues and optimize.
- Unified cross analytics connecting Meta, Google, TikTok, Shopify, and Klaviyo.
- Natural language Ask Your Data chat query your store's performance in English
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 |  Polar:AI Platform for commerce |  TheLab by DREAMLABS |
|---|---|---|
| Detected stores | 1,259 | Not published |
| Net store change, 28 days | +15 | 0 |
| Stores added, 28 days | 30 | Not enough data |
| Big-brand share | 44% | Not enough data |
| Top store categories | Health & Beauty, Apparel & Accessories, Home & Garden | Not published |
| Top store countries | United States, United Kingdom, Australia | Not published |
Reviews
| Measure | Polar:AI Platform for commerce | TheLab by DREAMLABS |
|---|---|---|
| App Store rating | 4.9 ★ | Not published |
| App Store reviews | 116 | Not published |
| New reviews, 28 days | 0 | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | Polar:AI Platform for commerce | TheLab by DREAMLABS |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $750/month | $99/month(ahead) |
| Longest free trial | Not listed | 14 days |
| Plans listed | 1 | 1 |
Listing
| Measure | Polar:AI Platform for commerce | TheLab by DREAMLABS |
|---|---|---|
| Shopify category rank | #187(ahead) | #906 |
| Shopify App Charts | #17 in Analytics | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Oct 28, 2020 | May 22, 2026 |
| Languages | 2 | 1 |
| Developer | Polar Analytics | Dreamlabs Agency |
FAQ
Polar:AI Platform for commerce and TheLab by DREAMLABS: common questions
- Is Polar:AI Platform for commerce or TheLab by DREAMLABS cheaper?
- Paid plans start at $750/month for Polar:AI Platform for commerce and $99/month for TheLab by DREAMLABS. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- Polar:AI Platform for commerce lists 10 the others don’t mention, such as Cohort analysis, Data export, Event tracking, GDPR compliance. 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 for Polar:AI Platform for commerce, Oct 13, 2026 for TheLab by DREAMLABS; 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 for Polar:AI Platform for commerce, Oct 13, 2026 for TheLab by DREAMLABS. 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.