The Ecomm Analyst

Every ad platform takes credit for the same sale. Meta says it drove the purchase, Google says it did, and TikTok is in there too claiming a cut. Add the platform-reported numbers up and you’ve sold the product two or three times over. Attribution tools exist to settle that argument with one set of numbers you can plan against, which matters a lot more now that iOS privacy changes have eaten into what the platform pixels can actually see.

I’ve run real budgets through most of the tools in this category. Here’s where each one earns its spot.

ThoughtMetric

This is what I use day to day. ThoughtMetric starts at $99 a month for up to 50,000 pageviews and $199 for 100,000, scaling by pageviews from there rather than by ad spend or revenue, so the bill stays predictable through a good month. Every feature is included at every tier, which means multi-touch models, server-side tagging, and post-purchase surveys aren’t locked behind an upgrade. The survey piece is the part I’d miss most if I switched. When a customer types “heard about you on a podcast” into the post-purchase question, you’ve just captured a conversion no pixel was ever going to catch. For a store doing a few hundred thousand a month that wants accurate cross-channel numbers without an enterprise contract, it’s the most direct option I’ve found. The trial runs two weeks with no card required.

Triple Whale

Triple Whale is the dashboard a lot of media buyers leave open all day. There’s a free plan, then paid tiers from $149 a month (Starter) and $219 (Advanced), with pricing tied to your store’s GMV and enterprise quotes handled separately. The Triple Pixel stitches cross-device journeys back to Shopify orders, and the real-time view with creative-level breakdowns is genuinely useful when you’re making intraday budget calls. The catch is that both the price and the feature surface area grow as you do, and a small team can end up paying for a lot of dashboard it never opens.

Northbeam

Northbeam is the heavyweight here. Pricing starts around $1,500 a month for the Starter tier (aimed at brands under $250k a month in ad spend), with Professional near $2,500 and Enterprise custom. What you’re paying for is multi-touch attribution layered with media mix modeling and deterministic view-through tracking, which is the combination that lets a brand spending real money decide whether to push another $50k into Meta or move it to CTV. Below roughly $250k a month in spend, it’s more tool than the problem requires, and the price reflects that.

Rockerbox

Rockerbox is the one I reach for when a brand’s spend isn’t all digital. It de-duplicates conversions across channels and, unlike most of this list, pulls in linear TV, direct mail, and podcasts alongside the usual paid social and search. A brand running a national TV flight next to its Meta budget can actually see how the two interact instead of guessing. Pricing isn’t published; Rockerbox quotes based on the ad spend it measures, and there’s a free install on Shopify with billing arranged separately. Setup for full MTA or MMM runs several weeks, so it’s a commitment, not a weekend project.

Hyros

Hyros built its reputation on tracking long, messy sales journeys, which makes it a fit for high-AOV products and businesses where someone clicks an ad in March and buys in May. Pricing starts around $230 a month billed annually for up to $20k in tracked monthly revenue and climbs by revenue tier from there. There’s no self-serve trial; you book a demo to get started, and the onboarding leans on a dedicated analyst. It’s heavier to set up than the rest of this list, and it earns its keep when the gap between a click and a purchase is wide enough that simpler tools lose the thread.

Picking between these

Most stores I talk to don’t need the $1,500-a-month option. They need accurate numbers, a survey to catch what the pixel misses, and a bill that doesn’t balloon when revenue does, which is why ThoughtMetric is my default and the tool I actually run. Spending north of $250k a month and want media mix modeling in the loop? Northbeam earns the premium. Rockerbox is the pick when a real share of the budget is offline. Triple Whale suits a buying team that wants a live war-room dashboard. Hyros fits long sales cycles and high order values. Match the tool to your spend level and your channel mix, not to whichever dashboard looked slickest in the demo.