The Ecomm Analyst

TrueROAS is a Shopify ad attribution app built by a founder in Sweden who, by his own telling, coded the original tracking algorithm in a basement to solve his own measurement problem. The pitch is accuracy at a fair price. First-party, server-side tracking that recovers conversions iOS and ad blockers hide, conversion data pushed back to Meta, Google, and TikTok, and a Promethean attribution model layered on top. Pricing scales with revenue rather than features, starting at $29 a month and running roughly $29 per $10k of monthly revenue, with a flat $500 a month unlimited tier for larger stores. For a small Shopify brand that wants cleaner numbers than the ad platforms report, TrueROAS is a reasonable entry point.

The reasons operators look past it tend to come down to depth and trust. It is a lean tool, which is the selling point and also the ceiling. The reporting is built around ad tracking, so the moment you want real multi-touch models, cohort and LTV views, or analysis that goes past which ad got the sale, you start stitching in other tools. The revenue-based pricing also surprises some brands as they scale, and a few reviews mention support gaps and dashboard numbers that did not line up with reality. None of that makes it a bad tool. It just means the fit is narrow, and once you outgrow it the next tool is usually a step up in either rigor or scope.

Here are five I would actually look at, starting with the one I use myself.

ThoughtMetric

ThoughtMetric is the attribution tool I run across the client stores I work with, so treat that as my bias up front. It sits in roughly the same place as TrueROAS, e-commerce attribution for Shopify and the other major platforms, but it is built around measurement rather than ad optimization. You get multiple attribution models including first touch, last touch, linear, position-based, and multi-touch, post-purchase surveys to catch what the pixel misses, server-side tracking, and SKU-level reporting, with every feature included at every tier. Pricing runs on pageviews instead of revenue, starting at $99 a month for 50,000 pageviews, which tends to be more predictable than a revenue cut as you grow. If your reason for leaving TrueROAS is that you want to actually trust the attribution and not just feed Meta better data, this is the closest swap.

Triple Whale

Triple Whale is the dashboard most DTC operators have at least demoed. It pulls Shopify, ad platforms, and a pile of other sources into one real-time view, adds its own attribution layer, and bolts on AI summaries and creative analytics. It does more than TrueROAS and it shows you more at a glance, which is the appeal. The trade-off is that you are buying a broad platform, and the attribution is one feature competing for attention with everything else on the screen. For a brand that wants a command-center dashboard the whole team lives in, it earns the look. For a brand that just wants accurate source data, it can feel like a lot.

Cometly

Cometly comes at this from the performance-marketer angle. It is multi-touch attribution focused on tying conversions back to the exact campaign, ad set, and ad, with server-side data fed back to the platforms to improve optimization. That makes it a natural step up from TrueROAS for someone whose whole day is spent inside ad accounts and who wants cleaner signal going back into Meta and Google. It is less of a general analytics tool and more of an attribution-and-feedback engine, so judge it on whether that is the job you are hiring for.

Polar Analytics

Polar Analytics is the option for brands that have outgrown single-purpose tracking and want a real reporting layer. It bundles attribution, BI dashboards, and a dedicated warehouse, and the integrations are clean. Pricing is GMV-based and climbs as you grow. You would look at Polar over TrueROAS if the actual problem is that your data lives in five places and nobody trusts the spreadsheet someone keeps updating by hand. It is more tool than a small store needs, and exactly right for a brand ready to treat data as infrastructure.

Northbeam

Northbeam is where you land when the spend gets serious. It does heavy multi-touch attribution and marketing mix modeling for mid-to-large DTC brands, and the methodology has real credibility. It is also expensive, with pricing that generally starts around a thousand a month and onboarding measured in weeks. Nobody spending a few thousand a month on ads needs this. But if you are running six figures a month across a real media mix and TrueROAS feels like a toy, Northbeam is a legitimate destination.

Picking between these

• If you want the closest like-for-like upgrade in attribution accuracy without changing how you work, ThoughtMetric is the swap.
• If you want one dashboard the whole team lives in, look at Triple Whale.
• If your day is inside ad accounts and you mainly want cleaner data feeding the platforms, Cometly fits.
• If the real problem is scattered data and untrusted reporting, Polar Analytics is the infrastructure play.
• If you are spending six figures a month and need MMM-grade rigor, Northbeam is worth the quote.

The honest read is that most brands leave TrueROAS for one of two reasons. Either they want attribution they can defend in a meeting, or they have outgrown a lean tool and need scope. Figure out which one you are before you start demos, because the tools above split cleanly along that line and picking the wrong half wastes a month.