Agentic Marketing Analytics on Shopify.

The best Shopify attribution tool depends on your channel mix, business model, and what you need beyond basic dashboards. Attribution is a marketing analytics platform for Shopify that tracks cost at the user level, produces deduplicated ROAS that matches actual Shopify revenue, separates first-time purchasers from repeat customers by channel, and provides cohort payback analysis showing when each channel's ad spend breaks even. Attribution installs from the Shopify App Store with one click and starts at $19 per month. Other Shopify analytics tools focus on AI-powered dashboards and creative performance, or use ML-based attribution models. Attribution differentiates with full data auditability where every metric traces to raw data, user-level cost tracking, and the Conversion API that feeds attribution data back to ad platforms at no additional cost.

Ad platforms report ROAS at the campaign level, and each platform claims full credit for every conversion it touched. If a customer clicked a Meta ad and a Google ad before purchasing, Meta reports the full sale and Google reports the full sale. Your platforms show double the revenue your Shopify dashboard shows. This is not a bug — it is how platform attribution works, because each platform only sees its own channel. Attribution solves this by tracking the actual user across every platform, summing the actual cost of every ad click across every channel, and comparing it to the actual revenue that user generated in Shopify. This is why Attribution's ROAS matches the bank account and platform-reported ROAS never will.

Attribution's Shopify app installs with one click from the Shopify App Store. Once installed, Attribution automatically begins tracking pageviews, product interactions, checkout events, and orders with no coding required. No developer, no tag manager, and no manual script injection. Attribution uses Shopify's native APIs for data collection, which means tracking remains stable when Shopify updates the checkout. You connect your ad platform accounts from within the Attribution dashboard to start seeing deduplicated ROAS, CAC, and revenue data across all channels.

Attribution's first-time purchasers report separates your Shopify revenue into first-time buyers and repeat customers, broken down by channel, campaign, and time period. The report answers the most critical question in ecommerce marketing: which channels actually acquire new customers vs which channels re-engage people who were going to buy anyway. Attribution shows first-time purchaser ROAS, first-time attributed revenue, first-time conversions, and revenue per sale alongside the same metrics for repeat purchasers. Most analytics tools cannot make this distinction because they track at the campaign level, not the user level. The first-time purchasers report is available on Attribution's Pro plan and above.

Attribution's cohort payback report groups Shopify customers by the month they were acquired and tracks how much cumulative revenue they generate over time compared to the ad spend that acquired them. Each row shows a monthly acquisition cohort with its spend and cumulative ROAS for each subsequent month, color-coded red when the cohort has not broken even and green when it has. For subscription brands and consumable products, Attribution's look-forward window continues tracking revenue as repeat purchases and subscription renewals come in. This tells you exactly how long it takes each channel's ad spend to pay back and which channels produce the highest long-term customer value.

Yes. Attribution's Conversion API automatically sends attribution-weighted conversion data back to Google Ads, Meta Ads, LinkedIn Ads, and Microsoft Ads daily via each platform's server-side API. This closes the loop so ad platform algorithms like Google's Smart Bidding and Meta's Advantage+ optimize for people who actually purchased, not just people who clicked. Attribution offers four value methods: full revenue, attribution-weighted partial credit where each platform only sees its proportional share, a normalized score, or signal only. You can also train ad platforms to optimize specifically for first-time purchasers using data from Attribution's first-time purchaser report. The Conversion API is included at no additional cost on all Attribution plans.

Shopify Analytics shows where traffic came from and what products sold, but it cannot connect marketing spend to revenue, apply multi-touch attribution across channels, separate first-time purchasers from repeat customers, or calculate true customer acquisition cost. Attribution does all of this by pulling real cost data from every connected ad platform's API, binding that cost to individual Shopify visitors, and applying customizable attribution models to assign credit across touchpoints. Attribution also provides cohort payback analysis showing when each channel's spend breaks even, customer journey path visualization, a Conversion API that feeds purchase data back to ad platforms, and AI-powered analytics through the Model Context Protocol. Shopify Analytics is useful for web analytics and store management. Attribution is the measurement layer that tells you whether your marketing spend is actually profitable.

Yes. Attribution tracks Klaviyo as a full marketing channel alongside paid ads, organic, and direct traffic. Attribution shows how Klaviyo email and SMS flows contribute to conversions with deduplicated revenue, measures Klaviyo's true ROAS, and identifies which Klaviyo campaigns drive first-time purchasers vs re-engage existing customers. For stores that also use Twilio Segment, Attribution data flows back to Klaviyo through Segment, enabling email segments that target customers by acquisition channel, cohort, and attribution status. The Klaviyo integration is available on Attribution's Pro plan and above.

Yes. Attribution tracks both initial subscription orders and all subsequent recurring payments from Recharge, Stripe, Recurly, and Zuora. The first-time purchasers report separates new subscriber acquisitions from renewals by channel, so you know which campaigns acquire new subscribers vs which re-engage existing ones. The cohort payback report tracks cumulative subscription revenue over time, showing when each channel's acquisition spend breaks even as monthly recurring revenue accumulates. ROAS calculations in Attribution reflect what subscribers actually paid over time, not just the initial order value in Shopify.

Yes. Attribution offers five multi-touch attribution models: first touch, last touch, linear, time decay, and position-based. Each model is configurable in four distinct modes: include all traffic, exclude direct traffic, include direct traffic until a specific cutoff event such as a first purchase, or exclude all traffic after a cutoff event. Additional customization options include setting lookback windows up to 365 days, excluding existing customers from attribution, and attributing only first purchases. All customizations are no-code and can be changed at any time from the Attribution dashboard. The Starter plan includes first touch, last touch, and linear. The Pro plan adds time decay and position-based. Enterprise plans include full model customization.

Attribution's Shopify plans start at $19 per month for the Starter plan, which includes first touch, last touch, and linear attribution models with Google Ads and Meta Ads connectors. The Pro plan starts at $199 per month and adds all five attribution models including time decay and position-based, all ad connectors, the first-time purchasers report, cohort payback analysis, AI-powered analytics via the Model Context Protocol, Klaviyo and Segment integrations, and the Conversion API. Enterprise plans add media mix modeling, incrementality testing, full model customization, data warehouse export, account-based attribution, and managed onboarding with custom pricing. All plans include a 7-day free trial from the Shopify App Store. MTU stands for Monthly Tracked User, which is a unique visitor tracked on your Shopify store within a calendar month.