Best Shopify Analytics Apps in 2026: Triple Whale vs Northbeam vs Glew vs Littledata
Analytics apps are one of the most over-purchased categories in the Shopify ecosystem. Before you spend $129–$350/mo on attribution software, here's what you actually get — and at what revenue level it starts to make sense.
What You Already Have for Free
Shopify Analytics (built in) covers: total sales, sessions, conversion rate, average order value, top products, customer acquisition source (last-touch), and repeat customer rate. Google Analytics 4 (free) adds: multi-touch attribution, cohort analysis, funnel visualization, and custom events.
The honest threshold: if your store does under $500K/year in revenue, you probably get 85–90% of the insight you need from Shopify Analytics + GA4. Paid analytics tools earn their keep at the scale where you're running $20K+ monthly ad spend across multiple channels and need first-party attribution to replace iOS-broken Meta pixel data.
Pricing Comparison
| App | Starting Price | Mid-Tier | Free Tier | Key Feature |
|---|---|---|---|---|
| Triple Whale | $129/mo | $249/mo (Pro) | No | First-party pixel + blended ROAS |
| Northbeam | $99/mo+ | Custom | No | ML multi-touch attribution |
| Glew | $79/mo (Starter) | $299/mo (Growth) | Yes (limited) | Customer LTV + cohort reports |
| Littledata | $99/mo (Starter) | $249/mo (Pro) | No | Server-side GA4 tracking |
Prices as of May 2026. Northbeam pricing scales with ad spend; costs above assume moderate spend. Annual billing typically saves 15–20%.
Triple Whale
Triple Whale became the default analytics app for DTC brands running paid social at scale. Its core value proposition: a first-party pixel that recovers attribution lost to iOS 14+ privacy changes, blended ROAS dashboards that pull in spend data from Meta, Google, TikTok, and Snapchat simultaneously, and a clean summary view that replaces the need to jump between ad manager dashboards.
At $129/mo (Growth), it's justifiable if you're spending $15K+/mo in paid social and Meta attribution is your primary decision-making signal. If you're spending less, or if organic/email is your primary channel, the ROI math gets shaky.
Common overpayment pattern: merchants install Triple Whale when they first start running ads "to track performance," then don't scale the ad spend enough for the tool to pay for itself, and keep paying $129/mo while mostly making decisions from the Meta Ads Manager dashboard anyway.
Northbeam
Northbeam targets high-spend DTC brands where attribution accuracy is worth paying for at a premium. Its ML-driven multi-touch attribution model is more sophisticated than Triple Whale's rule-based attribution, and it handles cross-device and cross-browser journeys better. Brands running $100K+/mo in ad spend and needing to allocate budget across 5+ channels often find it worth the cost.
For most Shopify stores, Northbeam is overkill. The onboarding is complex, the pricing scales with ad spend (which means costs can grow fast), and the marginal attribution accuracy gain over Triple Whale is only meaningful at very high spend levels where a 1% ROAS improvement translates to real dollars.
Best for
- • $100K+/mo in multi-channel ad spend
- • Brands with dedicated data analysts
- • Complex attribution across 5+ channels
- • Where 1% ROAS delta = significant $$
Not ideal for
- • Stores under $1M annual revenue
- • Primarily organic or email-driven stores
- • Teams without dedicated media buyers
- • Stores on 1–2 ad channels only
Glew
Glew's differentiation is customer-level analytics: LTV cohorts, product affinity analysis, and segment-level revenue reports. Rather than attribution (where Triple Whale and Northbeam focus), Glew focuses on understanding who your customers are and how they behave across orders. It integrates with Klaviyo, Recharge, and major review platforms to surface cross-channel customer data.
The free tier is genuinely limited (single-store, basic reports), but the Starter at $79/mo is the lowest entry point in this category. For stores focused on improving retention rather than acquisition attribution, Glew often provides more actionable insight than Triple Whale at a lower price.
Littledata
Littledata solves a specific problem: Shopify's native GA4 integration misses a meaningful fraction of transactions due to JavaScript errors, ad blockers, and checkout-step tracking gaps. Littledata uses server-side event firing to capture these missed events, which can improve GA4 revenue accuracy by 5–20% for affected stores.
If you rely on GA4 for reporting and have noticed large discrepancies between Shopify revenue and GA4 revenue, Littledata is the most targeted fix. It's not an attribution tool or a dashboard replacement — it's a data integrity layer. The $99/mo Starter plan is appropriate for most stores; the Pro tier ($249/mo) adds BigQuery export for teams with data warehouse setups.
Decision Framework
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