The Ecomm Analyst

Google Analytics is the default. Every Shopify store has it installed by day one, and for most operators, it’s the first attribution tool they ever touched. The catch is that GA4 wasn’t built for ecommerce attribution specifically. It’s a general-purpose web analytics platform with attribution as one feature among many, and that shows up in the gaps. Last-click bias by default. Data sampling on higher-traffic sites. iOS, Safari ITP, and ad blockers chip away at tracking accuracy. Email, SMS, and influencer revenue gets bucketed into Direct or Other. And the transition from Universal Analytics broke enough reporting workflows that a lot of operators are still living with the fallout.

For most Shopify operators, GA4 stays in the stack as the broad-strokes traffic tool. The actual attribution work moves to something that was built for it. Here’s how I’d rank the options.

Quick comparison

Tool	Best for	What it does well	Pricing	Main tradeoff
ThoughtMetric	Ecommerce brands looking for attribution	Multi-touch attribution, product analytics, AI connector	Starts at $99/mo for 50k pageviews	Doesn’t support B2B lead gen
Triple Whale	Shopify brands spending $50K to $5M a month	Creative analytics, mobile app, Sonar pixel	Starts at $179/mo	Feature bloat, pricing scales fast
Polar Analytics	Brands that want BI and attribution together	Deterministic attribution, Snowflake access, flat pricing	Pricing not listed	More tool than most small DTC teams need
Wicked Reports	Subscription and LTV-driven brands	Cohort and lifetime value tracking	Starts at $499/mo	Dated UI, less DTC-native
Northbeam	Brands spending $100K+ a month with complex media mixes	MTA plus media mix modeling	Starts at $1,500/mo	Expensive, slow onboarding
Hyros	High-ticket, info products, long sales cycles	Long-window tracking, call attribution	Pricing not listed	Not very Shopify-native, heavier setup

1. ThoughtMetric

Disclosure: ThoughtMetric is the attribution tool I run on my own stack, so weight that accordingly. For ecommerce operators who want to keep GA4 around for general traffic but stop relying on it for attribution, ThoughtMetric is the cleanest swap. It’s built for ecommerce specifically rather than general web analytics, and the difference shows up in the work.

Multiple attribution models, multi-touch tracking, product analytics, and an AI connector that lets you query your data from Claude or ChatGPT directly. Setup takes hours rather than weeks. Pricing is published on the site and starts at $99 a month for 50k pageviews. Where GA4 buckets a lot of revenue into Direct or Other, ThoughtMetric uses pixel data plus post-purchase surveys to actually identify the source. For most Shopify operators, this is the swap that fixes the attribution problem GA4 leaves behind.

2. Triple Whale

Triple Whale is what most Shopify operators reach for when they want a real-time dashboard rather than going into GA4 every day. The Sonar pixel handles first-party tracking that gets around the iOS, Safari ITP, and ad blocker issues GA4 has been bleeding accuracy to. The dashboards are built around DTC metrics like blended ROAS and MER, the creative-level reporting is genuinely useful, and the mobile app gets used more than I expected.

Pricing starts at $179 a month and scales with revenue. The platform has accumulated features at a real pace, so it’s wider than most attribution-only tools. For Shopify brands that want a complete dashboard suite that solves the “where do I actually look for the truth” problem GA4 creates, this is the obvious upgrade.

3. Polar Analytics

Polar is the option for operators who outgrew GA4 because they wanted to actually own their data. You get deterministic attribution, your own Snowflake instance for raw data access, custom dashboards, and AI agents on top. Where GA4 keeps everything inside Google’s ecosystem on Google’s terms, Polar puts the data infrastructure in your hands.

For data-curious teams that want flexibility beyond pre-built reports, this is appealing. The catch is the learning curve. There’s more to operate, and if a marketer is your primary user rather than someone with an analyst background, parts of the platform will feel like overkill. Pricing isn’t listed on the site, so it’s a demo to find out what you’d pay.

4. Wicked Reports

Wicked Reports is the option for ecommerce operators who hit the limits of GA4’s cohort analysis. The platform is built around connecting acquisition channels to lifetime value rather than first-purchase ROAS, and the cohort and LTV reporting is some of the best you’ll find for subscription and replenishment brands.

Pricing starts at $499 a month. The interface shows its age. The platform is narrow and deep on attribution rather than broader analytics. If your business is a Shopify subscription brand and the question you actually need answered is “which channels bring in customers worth keeping,” Wicked answers it in a way GA4 never really could.

5. Northbeam

Northbeam is the option for ecommerce brands at scale who outgrew GA4 in a more serious way. Real machine learning attribution, real media mix modeling, and a sales process that assumes you have a marketing analyst in-house.

It’s also expensive and slow to onboard. The Starter plan begins at $1,500 a month, and the platform really wants you spending $100K+ a month across at least four channels for the math to make sense. For most Shopify brands, this is the wrong tool. For the ones at scale where small percentage improvements in attribution accuracy translate into real budget shifts, it earns its keep in a way GA4 never could.

6. Hyros

Hyros is on this list because it gets brought up in GA4-alternative conversations, but it’s the least likely fit for a Shopify operator. The platform is built for high-ticket info products, coaching businesses, and lead-gen funnels with offline conversions. Long attribution windows, call tracking, conversion sync to ad platforms.

Pricing isn’t published on the Hyros site, which tells you something about who they’re built for. If your business runs through sales calls and offline conversions, it’s worth a look. If you’re on Shopify with a normal purchase cycle, this isn’t the right swap and one of the tools above will fit better.

So which one should you actually pick

Quick map. ThoughtMetric if you want clean ecommerce attribution at a transparent price. Triple Whale if you want the full Shopify-native dashboard suite. Polar if you want to actually own your data and combine BI with attribution. Wicked Reports if you sell subscriptions or anything where the third purchase matters more than the first. Northbeam if you’re at real scale and want serious modeling rigor. Hyros if you’re closer to a high-ticket or lead-gen profile.

Google Analytics isn’t a bad tool. As a free general-purpose web analytics platform, it’s a reasonable starting point for any business. It just isn’t built for ecommerce attribution specifically, and for most Shopify operators, there’s a better-fitting alternative on this list that does the actual job.