Quick answer
At a glance
- ThoughtMetric is a marketing attribution platform built for e-commerce, with multi-touch attribution and pageview-based pricing starting at $99 per month with every feature included.
- Triple Whale combines attribution and business intelligence for Shopify brands, with pricing that scales by GMV starting at $219 per month for the Foundation plan.
- Northbeam focuses on multi-touch attribution and media mix modeling for higher spend brands, starting at $1,500 per month.
- Rockerbox is a unified measurement platform for enterprise and mid-market brands, now part of DoubleVerify, with pricing not listed on their website.
- Polar Analytics is an analytics and attribution platform for Shopify brands, with pricing not listed on their website.
#1 - ThoughtMetric
- Multi-touch attribution across five models (Multi-Touch, First Touch, Last Touch, Position Based, and Linear Paid)
- Configurable lookback windows
- Post-purchase surveys
- Server-side tagging and conversion API support for Meta and Google
- Integrations with Shopify, WooCommerce, BigCommerce, and Magento, plus ad platforms including Meta, Google, Bing, Pinterest, and TikTok
- Custom reports and metrics
- Product and creative analytics
#2 - Triple Whale
Top features:
- Multi-touch attribution through the Triple Pixel
- Business intelligence dashboards, custom metrics, and a SQL editor
- Moby, an AI assistant for analysis and reporting
Triple Whale pairs attribution with a broad analytics suite, which makes it a strong fit for Shopify teams that want one place for performance data.
#3 - Northbeam
- Multi-touch attribution with first-party data modeling
- Media mix modeling for budgeting and forecasting
- Clicks and Deterministic Views for view-through measurement on awareness campaigns
Northbeam is a measurement platform aimed at brands running large, multi-channel ad budgets. It is more focused on attribution depth and modeling than on broad analytics.
#4 - Rockerbox
Top features:
- Multi-touch attribution, media mix modeling, and incrementality testing in one platform
- Cross-channel measurement across paid, organic, digital, and offline campaigns
- Integrations with Shopify, WooCommerce, and Magento
Pricing: Pricing is not listed on their website. Rockerbox works from custom quotes, so teams need to contact sales.
#5 - Polar Analytics
Top features:
- Multi-touch attribution and a first-party pixel
- A dedicated Snowflake database and pre-built e-commerce metrics
- Conversion API support for Meta and Google Ads
Pricing: Pricing is not listed on their website. Polar uses GMV-based pricing and asks teams to book a demo for a quote.
Choosing the right tool
FAQs
E-commerce attribution software tracks the touchpoints a customer has before buying, such as ad clicks, emails, and organic visits, and assigns credit for each order to the campaigns that drove it. Brands use it to compare performance across channels with one consistent method instead of relying on each ad platform’s own reporting.
Last-click attribution gives all credit for an order to the final touchpoint before purchase. Multi-touch attribution spreads credit across every touchpoint in the customer journey, so earlier campaigns like prospecting ads get a share of the credit.
ThoughtMetric works with all major e-commerce platforms, including Shopify, WooCommerce, BigCommerce, Magento, and custom stores, for every customer. Triple Whale lists BigCommerce and WooCommerce integrations, with WooCommerce announced as a beta. Northbeam supports e-commerce platforms beyond Shopify starting at its Professional plan, listed at $3,500 per month.
ThoughtMetric and Northbeam publish starting prices. ThoughtMetric starts at $99 per month for 50,000 pageviews, and Northbeam lists $1,500 for Starter and $3,500 per month for Professional. Triple Whale, Rockerbox, and Polar Analytics do not list pricing on their websites.
A lookback window sets how far back an attribution tool looks for touchpoints before a purchase. With a 30-day window, any campaign a customer interacted with in the 30 days before ordering can receive credit. ThoughtMetric lets you set lookback windows of 7, 14, 30, 60, or 90 days.
Server-side tagging sends tracking events from a server instead of the shopper’s browser, so fewer events are lost to ad blockers and browser privacy restrictions. ThoughtMetric pairs server-side tagging with Conversion API delivery to Meta and Google, which sends conversion data back to the ad platforms.