You close the gap by moving measurement off the browser and onto the server, then reconciling what you capture against the order count your store platform already reports. A pixel…

Usually yes, but for a much narrower job than you are probably using it for now. Keep GA4 as free on-site behavior analytics and as a second opinion when a…

Attribution tools handle discount and influencer codes as a separate signal from click tracking, not as part of it. The code arrives attached to the order record, so any tool…

Zoho Analytics tends to land in e-commerce stacks sideways. A brand is already paying for Zoho CRM or Zoho Books, Analytics is right there in the suite, and it gets…

Report Toaster is one of the better Shopify reporting apps, and most people looking to replace it are not unhappy with the product. They have either hit a plan tier…

Power BI comes up in DTC conversations for one of two reasons. Somebody already has it bundled with Microsoft 365, or a consultant put it in a deck. It is…

Ecomtrack does one thing and does it cleanly. It tracks the revenue your ads actually drove, compares it to what Facebook claims, and gives you an attribution window you can…

Voluum is a good tracker that was not built for a Shopify store. It came out of affiliate and media buying, and the design assumptions show. You get campaigns, offers,…

Standard ROAS is calculated on revenue, and every ad platform reports it that way. But revenue-based ROAS tells you nothing about whether an order made money, which is why I…

Break-even ROAS is one divided by your contribution margin. If 35 cents of every revenue dollar survives after all variable costs, your break-even ROAS is 1 divided by 0.35, which…