Best analytics & attribution in 2026, ranked by data

1Lifetimely score 73.2

4.9 ★ (461) from free Free tier

Lifetimely is a leading Shopify analytics for eCommerce businesses seeking powerful data analysis, reports and insights solutions. Get started in minutes.

2Littledata score 61.3

4.8 ★ (123) from free

2% — detected on 61 of 3,797 tracked DTC brands

The data layer for Shopify. Server-side tracking - no GTM, no devs needed. Accurate data to GA4, Google Ads, Meta Ads, Klaviyo, and more. Lower CAC, lift ROAS.

Best for: These reviews suggest the app fits Shopify merchants that rely on accurate GA4, Meta, Google Ads, or Klaviyo tracking and want guided setup plus server-side data reliability.

Watch out: Merchants needing full direct Google Ads funnel-event coverage should confirm the exact supported event flow before relying on the app.

3Polar Analytics score 61.1

4.9 ★ (102)

Polar Analytics is a go-to Shopify analytics app for e-commerce businesses seeking powerful data analysis and reporting solutions. Get started in minutes.

Best for: These reviews suggest the app fits Shopify merchants and eCommerce teams that need centralized performance reporting, marketing attribution, and hands-on analytics support.

Watch out: Some merchants may encounter friction before evaluating the app, such as sales-call requirements or restrictions on certain email logins.

4Triple Whale score 58.6

4.1 ★ (86) from free Free tier

17% — detected on 648 of 3,797 tracked DTC brands

Measurement. Analytics. AI. Creative. Automation. Everything you need to scale, in one easy-to-use platform.