What is ecommerce attribution software?

Ecommerce attribution software assigns credit for each order to the ads, emails and channels that led to it. It captures click identifiers such as fbclid and gclid, stitches a visitor's sessions together, matches the eventual Shopify, WooCommerce or Stripe order to that visitor, and distributes credit with a model such as first-touch, last-touch, linear, time-decay or position-based. Imported ad spend then turns that credit into CAC and ROAS per campaign.

How much does ecommerce attribution software cost in 2026?

Published prices in September 2026 run from free to several thousand dollars a month. Arktis starts at $49 a month with a free plan for 1,000 tracked visitors, Attribuly has a free plan, the Hyros Shopify plan starts at $129, Wicked Reports at $499, Triple Whale Foundation at about $219 at the lowest revenue tier and $549 at $1 million to $2.5 million in annual sales, Polar Analytics at $750, and Northbeam and Fospha at $1,500. Cometly and Rockerbox are quote-only, with Rockerbox contracts typically $40,000 to $90,000 a year for mid-market brands.

What is the best attribution software for Shopify?

It depends on spend and on what you need next to attribution. Triple Whale is the Shopify-native default and has a free plan with first and last click. Arktis adds session recordings and EU hosting at a visitor-based price from $49. Attribuly runs inside the Shopify admin from free. Polar Analytics suits brands that mainly want dashboards, and Northbeam suits brands spending more than $250,000 a month that need marketing mix modeling.

Do I need attribution software if I already have Google Analytics 4?

Not while you run a single paid channel at modest spend. GA4 is free and defaults to data-driven attribution, but it only imports Google Ads cost automatically, applies data thresholds with Google signals on, keeps free-tier data for at most 14 months, has no session replay, and does not let you compare models on the same orders. Once you run two or more paid platforms, deduplicating the conversions they each claim is the reason to add a dedicated tool.

Ecommerce Attribution Software: 10 Tools Compared for 2026

Q: Can attribution be accurate after iOS tracking changes and cookie blocking?

Partially, and the gap is the main thing the tools differ on. Safari and Firefox block third-party cookies by default, which makes roughly 17 to 20 percent of traffic invisible to pixel-only tracking, and practitioner estimates put usable identity coverage for Shopify stores at 30 to 60 percent of sessions in 2026. Tools close the gap with first-party server-side tracking, email and phone matching, or statistical modeling such as marketing mix modeling that does not need individual identities.

Ten ecommerce attribution software tools compared on pricing checked in September 2026, attribution models, Shopify support and who each one fits.

Ecommerce attribution software answers one question: which ad, email or channel actually produced each order, once you stop trusting the numbers each platform reports about itself. Meta, Google and TikTok all fire their own pixel on your thank-you page, each applies its own lookback window, and each claims the sale, so the sum of their dashboards is routinely larger than your order count. This guide compares ten attribution tools built for or widely used by online stores, on pricing checked in September 2026, the attribution models they support, how they connect to Shopify and other platforms, and who each one fits. One of them, Arktis, is ours, and we say so where it matters.

Key takeaways

If you want a published price and spend under about $50,000 a month on ads, the realistic shortlist is Arktis from $49 a month, Attribuly from free, the Hyros Shopify plan from $129, Wicked Reports from $499, and Triple Whale's Foundation plan, which third-party guides put around $219 at the lowest revenue tier and which costs $549 at $1 million to $2.5 million in annual sales. Between roughly $100,000 and $500,000 a month in ad spend, Northbeam from $1,500, Fospha from $1,500 and Polar Analytics from $750 add marketing mix modeling or business intelligence on top of attribution. Above that, Rockerbox and Cometly are quote-only. Only Arktis pairs attribution with session recordings of the buyers it attributes, only Northbeam, Fospha and Rockerbox combine multi-touch attribution with marketing mix modeling and incrementality testing in one product, and Google Analytics 4 remains a free baseline that stops short of matching ad cost to orders across platforms without manual work.

At a glance

Tool	Best for	Priced on	Paid from	Multi-touch models	Session replay
Arktis	Attribution with session recordings, EU hosting	Monthly tracked visitors	$49, free to 1,000 visitors	Yes, five switchable models	Yes
Triple Whale	Shopify-native all-in-one	Annual GMV	About $219 at entry tier, $549 at $1M to $2.5M	From Foundation, first and last click on Free	No
Northbeam	Brands past $250,000 a month in spend	Ad spend tier	$1,500	Yes, plus MMM and incrementality	No
Hyros	High-ticket and call-driven funnels	Tracked revenue	$129 Shopify plan	Yes	No
Cometly	Sending clean conversions back to ad platforms	Monthly sessions	Quote	Yes	No
Polar Analytics	Dashboards and BI for Shopify brands	GMV	$750 listed, $249 to $300 reported for small stores	Attribution on top of BI	No
Wicked Reports	Email and CRM-heavy brands wanting contact-level LTV	Annual revenue band	$499	Yes	No
Attribuly	Shopify and WooCommerce stores starting from free	Usage credits	Free, then $8 a month on annual billing plus credits	Yes	No
Fospha	Full-funnel measurement above $100,000 a month in spend	Media spend	$1,500	MMM plus modeled attribution	No
Rockerbox	Enterprise measurement inside DoubleVerify	Marketing spend under management	Quote, $2,000 listed on Capterra	Yes, plus MMM and incrementality	No

What ecommerce attribution software actually does

Ecommerce attribution is the process of assigning credit for an order to the marketing touches that preceded it. Attribution software does this in four steps: it captures click identifiers such as fbclid, gclid and ttclid when a visitor lands, it stitches that visitor's sessions together over days or weeks with a first-party identifier, it matches the eventual order from Shopify, WooCommerce, Stripe or a checkout webhook back to that visitor, and it distributes credit across the touches using a model such as first-touch, last-touch, linear, time-decay or position-based. Ad spend imported from each platform then turns that credit into customer acquisition cost and return on ad spend per campaign, which is the number a media buyer actually needs.

The reason a dedicated tool exists is that the platforms cannot be trusted to grade their own homework. Meta's default attribution setting counts a conversion within seven days of a click or one day of a view, Google Ads uses a 30-day click window by default, and both fire independently on the same purchase, so a shopper who clicked a Meta ad on Monday and a branded Google ad on Thursday shows up as a conversion in both dashboards. Add TikTok, Klaviyo and an affiliate network and the reported total can be double the real order count. An attribution tool holds one order record and decides once.

The second reason is signal loss. Safari and Firefox have blocked third-party cookies by default for years, which alone makes roughly 17 to 20 percent of traffic invisible to pixel-only tracking, and Apple's App Tracking Transparency removed most in-app identifiers on iOS. Practitioner estimates put usable identity coverage for Shopify stores at 30 to 60 percent of sessions in 2026, and without an identity resolution layer 85 to 95 percent of traffic stays anonymous. The tools below differ mostly in how they close that gap, whether with a first-party server-side pixel, with email and phone matching, or with statistical modeling that does not need individual identities at all. Our Shopify attribution setup guide walks through the tracking side, and the free attribution model comparison tool shows how credit moves between models before you commit to one.

How we compared them

Every price in this guide was checked against the vendor's pricing page or, where the vendor publishes nothing, against at least two third-party pricing guides dated 2026, and the sources are listed at the end. We looked at what each tool prices on, because a tool priced on revenue or gross merchandise value gets more expensive as you grow even if your usage stays flat, while a tool priced on traffic or seats does not. We then compared attribution models, the depth of the Shopify, WooCommerce and Stripe integrations, whether the tool records sessions, whether it offers marketing mix modeling or incrementality testing, and where the data is hosted. Arktis is the product we build, so its entry describes what it does not do as carefully as what it does.

The 10 best ecommerce attribution software tools in 2026

1. Arktis: attribution with session recordings at a published price

Arktis is a privacy-first attribution and user journey platform for e-commerce, built in Stockholm by Balthazar Project AB. The tracker captures fbclid and gclid on landing, builds the multi-touch journey across sessions, imports Shopify orders, products and customers natively, matches Stripe customers to their browsing history, and turns connected ad spend into CAC and ROAS per campaign. The attribution models are transparent and switchable between first-touch, last-touch, linear, time-decay and position-based, and from the Growth plan the session recording of each attributed buyer sits next to the attribution data, gated behind explicit visitor consent enforced on the server, with everything hosted in the EU by default.

Pricing is by monthly tracked visitors rather than revenue: a free plan for 1,000 tracked visitors with no time limit, Starter at $49 a month for up to 50,000, Growth at $149 for up to 250,000 with session recordings and custom attribution models, and Scale at $349 for unlimited visitors with raw data export and API access, with AI agents from $199 a month. A $2 million store and a $20 million store with the same traffic pay the same, and the full breakdown is on the pricing page. Where Arktis is not the right choice: it does not do marketing mix modeling or incrementality testing, the Facebook Ads integration is live but Google Ads and TikTok campaign sync are still planned even though the tracker already captures gclid, and it is a younger product with a smaller community than Triple Whale. For the analytics side in more depth, our Arktis vs Google Analytics 4 comparison goes feature by feature.

2. Triple Whale: the Shopify-native standard, priced on GMV

Triple Whale is the tool most Shopify brands try first, and for good reason: the Triple Pixel installs in minutes, the summary page blends paid, owned and organic channels, and the Moby assistant answers questions in plain language. Pricing is on annual gross merchandise value and package. On the pricing page in September 2026, with the revenue selector at $1 million to $2.5 million and monthly billing, the Free plan is $0, Foundation is $549 a month, Automate is $1,349 and Enterprise is quote-only, with annual billing taking two months off; third-party guides put Foundation from about $219 at the lowest tier. The Free plan includes up to 10 users, 12 months of history, first-click and last-click attribution and a post-purchase survey, but multi-touch attribution starts at Foundation, and the Retention and Conversion modules are $179 and $59 a month add-ons below Automate.

The trade-offs are the ones you would expect from a revenue-priced product. Your bill grows with your sales even if your team's usage does not, the attribution model is harder to audit than a tool that shows you the touches, and G2 reviewers, who rate it 4.4 out of 5 across more than 350 reviews, keep returning to attribution disputes and the 2024 price increases. Our Triple Whale alternatives guide covers the options in more depth.

3. Northbeam: multi-touch attribution plus MMM for brands past $250,000 a month

Northbeam is where large DTC brands go when they need attribution they can defend in a board meeting. It combines multi-touch attribution with marketing mix modeling and incrementality measurement, documents its models more thoroughly than most, and prices on ad spend tier: Starter from $1,500 a month, Professional from $3,500, and Enterprise on a custom quote for brands spending more than $500,000 a month, with a Growth tier available through agency partners. Onboarding assumes someone on your team will own the tool, and G2 reviewers, who rate it 4.5 out of 5 from a small base of 16 reviews, praise accurate data and clear reporting while flagging complexity for new users. Below about $250,000 a month in spend it is more tool than you can use. Our Northbeam pricing guide breaks the tiers down, and Triple Whale vs Northbeam puts the two most common shortlist finalists side by side.

4. Hyros: for high-ticket and call-driven funnels

Hyros grew up in the info-product and high-ticket world and it is still the strongest choice when the sale does not happen in a cart. It tracks booked calls, webinars, phone sales and long email sequences back to the originating ad click, matching on email and phone identity rather than cookies alone. Hyros publishes little itself; 2026 pricing guides put the Shopify plan from $129 a month for stores tracking up to about $10,000 in monthly revenue, and the Business plan from about $230 a month on annual billing at the $20,000 tracked-revenue tier, rising through revenue tiers to custom quotes above $1 million a month. Only revenue with a matching click or lead record counts toward the tier. For a straightforward Shopify store Hyros is usually more than you need; for a brand where a sales team closes the deal it is one of the few tools that fits.

5. Cometly: attribution plus conversion API activation, quote-based

Cometly ranks for the phrase ecommerce attribution software itself, and its pitch is attribution plus activation: it tracks the journey server-side, then sends deduplicated conversion events back to Meta, Google and TikTok through their conversions APIs so the platforms' own bidding improves. Plans are based on monthly website sessions, starting at 50,000 sessions a month, and pricing is quote-based, so budget a sales call before you know your number. It is popular with agencies and lead-generation businesses as well as stores, and it is the right pick when your main complaint is what the ad platforms see rather than what your dashboard shows.

6. Polar Analytics: business intelligence first, attribution second

Polar Analytics is a reporting layer for Shopify brands that happens to include attribution, rather than an attribution pixel that happens to include reports. It connects the store, ad platforms, Klaviyo and dozens of other sources into dashboards with unlimited users, history and connectors, and adds attribution signals and incrementality testing on top. The Core plan is listed from $750 a month on the Shopify App Store and scales with GMV, though several 2026 guides describe entry pricing between $249 and $300 a month for smaller stores. It makes most sense for a mid-market brand with someone to own reporting, and less sense if what you need is click-level attribution on a budget.

7. Wicked Reports: contact-level attribution for email-heavy brands

Wicked Reports attributes revenue at the contact level rather than the session level, which makes it unusually good at long windows: it can show what a customer acquired by a Meta ad in March is worth by December, including email-driven repeat orders from Klaviyo or HubSpot. Pricing is banded by annual revenue and published: for brands up to $2.5 million a year, Measure is $499 a month, Scale is $699, Maximize is $999, and Enterprise starts at $4,999, with the Advanced Signal and 5 Forces AI add-ons at $199 a month each on the two lower plans and included above. There is no free plan, and when your revenue crosses into a new band the price updates at renewal. It fits a brand whose growth runs through its list as much as through its ads.

8. Attribuly: the Shopify app option from free

Attribuly is a Shopify and WooCommerce app that covers first-party pixel tracking, multi-touch attribution, creative-level reporting and affiliate tracking for Impact, Awin and UpPromote. It is the cheapest way onto this list: the Free plan is $0, the Pro plan is listed at $8 a month on annual billing, and Enterprise runs from $450 to $1,000 a month. The catch is that the pricing page in September 2026 meters usage in credits, one per tracked customer event and 600 per captured anonymous email, so the real bill depends on your traffic and on how much identity enrichment you switch on. For a small store that wants attribution inside the Shopify admin it is a sensible first tool; for anything with serious volume, model the credits before you commit.

9. Fospha: Bayesian MMM with attribution for $100,000-plus monthly spend

Fospha is a measurement platform rather than a pixel: it combines Bayesian marketing mix modeling with machine-learning-enriched attribution to produce daily, ad-level estimates that do not depend on tracking every individual, which is precisely the property signal loss rewards. It integrates with Shopify, Google Analytics, Magento, Amazon and TikTok Shop, and go-live takes about four weeks including validation. Pricing published by a 2026 review: Lite at $1,500 a month for one market and $100,000 to $500,000 in monthly media spend, Pro at $2,000 a month plus a percentage of media spend for up to $1 million across three markets, and Enterprise on custom pricing above $1 million. It is a serious tool for brands that have outgrown click-level attribution and want to see upper-funnel and marketplace effects.

10. Rockerbox: enterprise measurement, now part of DoubleVerify

Rockerbox offers multi-touch attribution, marketing mix modeling and incrementality testing in one platform, and since DoubleVerify completed its $85 million acquisition in March 2025 it has been sold alongside DoubleVerify's media quality and performance products. There is no public pricing page. Capterra lists a starting price of $2,000 a month, Vendr's marketplace data shows an $83,250 median annual contract with $5,000 to $20,000 in implementation, and mid-market brands spending $100,000 to $500,000 a month on marketing typically pay $40,000 to $90,000 a year. It is an enterprise product with an enterprise sales process, and it fits a brand that already runs incrementality tests and wants them in the same system as attribution.

Is Google Analytics 4 enough?

For some stores it is, for a while. GA4 is free, defaults to data-driven attribution, and imports Google Ads cost automatically once the accounts are linked. The limits show up quickly: cost from Meta, TikTok or Klaviyo has to arrive through manual cost data import, reports apply data thresholds when Google signals are on, the free tier keeps event data for at most 14 months, there is no session replay, and the model is a black box that cannot be compared against first-touch or time-decay on the same orders. If you spend under a few thousand dollars a month on a single platform, GA4 plus the platform's own reporting is a defensible starting point. Once you run two or more paid channels, the deduplication problem above is the reason to move. Our Arktis vs Google Analytics 4 comparison covers where the two overlap and where they do not.

How to choose ecommerce attribution software

Start with what the tool prices on. Revenue-based and GMV-based pricing from Triple Whale, Hyros, Wicked Reports and Polar means the bill follows your sales; spend-based pricing from Northbeam, Fospha and Rockerbox means it follows your ad budget; visitor-based pricing from Arktis and credit-based pricing from Attribuly follow your traffic. Pick the basis that grows slowest for your business.

Then match the tool to your spend. Under about $20,000 a month in ads, Arktis, Attribuly, the Hyros Shopify plan and Triple Whale's Free plan are the realistic options, and only Arktis records sessions. Between $20,000 and $250,000 a month, Triple Whale Foundation, Arktis Growth or Scale, Wicked Reports and Polar Analytics are the usual shortlist. Above $250,000 a month, Northbeam, Fospha and Rockerbox are the tools built for the questions you will be asking, which are about incrementality and channel mix rather than click credit.

Finally, ask four questions on the demo. Can you see the individual touches behind a number, or only the number? Can you export the raw journey data if you leave? Where is the data hosted and how is consent enforced, which matters for any store with EU customers and is covered in our guide to GDPR-compliant analytics? And what happens to accuracy on Safari, where a pixel-only tool will quietly lose a fifth of your traffic? The answers separate attribution you can act on from attribution you can only report.