The Ecomm Analyst

This pairing confuses people because both tools show you revenue next to ad spend, and from a screenshot they can look like they do the same thing. They do not. One is a net profit accounting layer for your store. The other is an attribution layer for your marketing. Understanding which problem you have makes the choice fairly easy.

What TrueProfit does

TrueProfit is a Shopify app built around one number, which is net profit. It pulls your orders, then layers on cost of goods, shipping cost, transaction fees, taxes, and any custom costs you define, and syncs ad spend from Facebook, Google, TikTok, Microsoft, Pinterest, Snapchat, and Amazon. The output is a live profit and loss view, product-level profitability, and cohort-style lifetime value reporting.

The cost modeling is where it earns its keep. Quantity-based cost of goods, cost of goods by production zone, weight-based shipping cost, and fixed versus variable custom cost categories are all first-class features. If your margin picture is genuinely complicated, that is real work the tool is doing for you.

What ThoughtMetric does

ThoughtMetric, which sponsors this blog, is an e-commerce attribution platform. It connects Shopify order data to your ad spend and reports which campaigns and ads produced which orders, across multiple attribution models. The question it answers is where credit belongs, which is a different question from what your margin was.

The pricing structures are built differently

TrueProfit prices on tracked orders across four tiers. Basic is $35 a month for 300 orders, Advanced is $60 for 600, Ultimate is $100 for 1,500, and Enterprise is $200 for 3,500. Go over your allotment and you pay per extra order, from $0.30 down to $0.07 depending on tier, with surcharge caps between $300 and $1,000. Every plan carries a 14-day trial, and there is no annual discount, though they mention a special arrangement above five stores.

The detail that matters most for this comparison is where features sit. Marketing attribution is on the Enterprise plan only, at $200 a month. So is TrueProfit’s MCP connector. Product analytics starts on Advanced, and ad sync custom rules start on Ultimate. If attribution is what you came for, the entry price is the top of the range rather than the bottom.

ThoughtMetric is $99 a month on pageview-based tiers starting at 50,000 pageviews, or $83 a month billed annually, with every feature available at every tier and a 14-day trial that does not ask for a card. Because the metering is on pageviews rather than orders, the two will diverge depending on your conversion rate. A store doing 3,000 orders a month on strong conversion looks very different from one doing 3,000 on heavy top-of-funnel traffic.

Two different questions

Profit tracking tells you what you kept. It reconciles revenue against every cost line and lands on a number your accountant would recognize. That is enormously useful and most stores under-invest in it.

Attribution tells you what caused the sale. It is a modeling exercise, not an accounting one, because the underlying truth is not fully observable. Different models will give you different answers from the same data, and that is a feature rather than a bug once you understand what each model is for.

Where the two collide is a question I have written about before, which is whether to run return on ad spend on revenue or on profit. That decision sits right at the seam between these tools, and I worked through it in whether ROAS should be calculated on revenue or profit.

How I would choose

If you do not currently know your true margin, if your cost of goods varies by batch or by fulfillment region, or if you are making pricing decisions in a spreadsheet, TrueProfit is solving the more urgent problem. Fix your margin visibility before you optimize channel mix, because good attribution on top of unknown margins just helps you scale something unprofitable faster.

If your margins are already clear and the open question is which channels deserve more budget, attribution is the tool that moves the needle, and paying $200 a month to unlock it as a feature of a profit app is a harder case to make than buying it directly.

Plenty of stores end up running both, which is a reasonable outcome. They are not substitutes and the overlap is smaller than it looks from the marketing pages.