shouldiuse.io

Comparison

By the Numbers vs Polar Analytics

By the Numbers and Polar Analytics both land on Depends.

By the Numbers versus Polar Analytics
CompareBy the NumbersPolar Analytics
VerdictDependsDepends
Best forShopify stores juggling 4+ dashboardsScaling Shopify DTC brands
Who it's not forBrand-new stores with no ad spend or repeat revenueBrand-new or low-revenue stores . GMV pricing stings before sales justify it
PrivacyNo known public vulnerabilities found in the sources reviewed.²No known public vulnerabilities found in the sources reviewed.
Support qualityNo support evidence in sources.Success manager on every plan; praised support
Public sentimentNo in-depth independent user reviews found; the 5.0 score from 81 Shopify App Store reviews is strong but small, and Reddit threads point to Shopify plus GA4 or Polar Analytics for most needs.¹Shopify reviewers rate Polar highly, citing easy setup, strong support, and time saved versus spreadsheets.11
Biggest gotchaFree tier's feature limits aren't published; expect paywalls on the 38 reports.¹No public price list; GMV-based tiers mean your bill climbs with success

Pick By the Numbers when

  • Shopify stores juggling 4+ dashboards
  • Sellers on Klaviyo, Meta, Google Ads
  • $20K-$1M/month brands
  • Owners wanting weekly AI number briefings

When By the Numbers is not a fit

  • Brand-new stores with no ad spend or repeat revenue
  • Anyone happy with Shopify built-ins plus GA4
  • Enterprise teams needing a custom BI warehouse
  • Non-Shopify stores . it is Shopify-only

Pick Polar Analytics when

  • Scaling Shopify DTC brands
  • Multi-channel sellers (Meta, Google, Amazon)
  • Teams wanting prebuilt KPIs without a data team

When Polar Analytics is not a fit

  • Brand-new or low-revenue stores . GMV pricing stings before sales justify it
  • Anyone happy with Shopify's built-in reports
  • Data teams wanting full SQL/warehouse control over a pre-built dashboard
  • Non-e-commerce analytics needs

Sources

  1. By the Numbers homepagebythenumbersapp.com
    official
  2. By the Numbers security pagebythenumbersapp.com
    security
  3. bythenumbersapp.com Review (2026): Pricing & Alternativesneura.market
    review
  4. Best Shopify Analytics Tools roundupblackbeltcommerce.com
    review
  5. Reddit: What do you use for advanced analytics?reddit.com
    review
  6. Reddit: How happy are you with Shopify Analytics?reddit.com
    review
  7. Reddit: What analytics tools are you using?reddit.com
    review
  8. Shopify breach tied to third-party app (180,000 users)cyberinsider.com
    security
  9. Polar Analytics raises $9M Series Atechcrunch.com
    news
  10. Polar Analytics Shopify analytics guidepolaranalytics.com
    review
  11. ReportGenix AI Analytics app listingapps.shopify.com
    review
  12. BeProfit profit analytics overviewonrampfunds.com
    review
  13. Metorik vs Polar Analytics (2026)metorik.com
    review
  14. Shopify Sales Analytics Apps: Easy Reports vs Polarhulkapps.com
    review
  15. Polar Analytics Reviews . G2g2.com
    review
  16. Polar Analytics review 2026 . Botapolisbotapolis.com
    review