The Ecomm Analyst

Multi-touch attribution has a credibility problem, and it is mostly self-inflicted. Vendors spent years selling MTA as if it produced causal truth, then signal loss made the underlying match rates worse, and now a lot of operators have swung to the opposite position that none of it means anything. Both takes are wrong. MTA is a budget allocation tool. It is good at telling you the relative shape of your channel mix and bad at telling you whether a channel is incremental. Buy it for the first job and you will be happy.

Here are five MTA platforms worth considering for a DTC brand, with July 2026 pricing and where each one actually earns its cost.

1. Northbeam

The most methodologically serious MTA platform aimed at DTC, and priced accordingly. Its Clicks and Deterministic Views model connects ad views across Meta and TikTok to revenue using deterministic matching rather than pure modeling, which is a meaningful distinction when you are defending numbers to a board.

The entry tier sits in the four-figure range, with recent listings showing $1,000 to $1,500 a month, aimed at brands under roughly $125k monthly ad spend. Professional and Enterprise are quote-only, gated at $250k and $500k monthly spend respectively, and media mix modeling is an add-on rather than included. Pricing scales with data volume on top of the tier.

There is no free trial and no free plan, which means committing four figures a month before you have seen it run on your own data. That is a real objection and the vendor should fix it. The other honest caveat is that Northbeam rewards teams who work it. If nobody owns the tool internally, you will be paying enterprise prices for a dashboard nobody opens. See Northbeam alternatives if that describes your team.

2. Triple Whale

The most widely adopted option in Shopify DTC, largely on the strength of the Triple Pixel and a free tier that is genuinely usable. That free plan includes first and last-click attribution, cross-channel analytics, a basic post-purchase survey, ten users, and a twelve-month lookback, which is more than most competitors give away.

Multi-touch models sit behind the paid tiers, which start at $219 a month at the lowest GMV band. That last detail is the whole story. Triple Whale prices on annual gross merchandise value, so two brands on the same named plan pay different amounts, and your bill climbs as you grow regardless of whether you are extracting more value. Operators have publicly reported mid-contract increases of sixty percent or more as they crossed GMV bands.

A practical warning. Aggregator sites currently publish at least four different sets of plan names and prices for Triple Whale, none of which agree. Verify on their own pricing page the day you buy and confirm which add-ons are bundled at your tier. More in Triple Whale alternatives and the direct ThoughtMetric vs Triple Whale comparison.

3. Hyros

Hyros is built for long, messy funnels rather than one-session e-commerce, and that focus is the reason to consider it or ignore it. It handles call tracking, email-to-sale matching across device changes, and even direct mail, which makes it the strongest option here if your customer journey runs weeks and involves a human conversation.

For a standard Shopify store where someone clicks an ad and buys within two sessions, most of that machinery is wasted. You are paying a premium for funnel depth you do not have.

Pricing is demo-gated and effectively invite-only, with reported entry points scattered between roughly $199 and $379 a month depending on which source you find, scaling with ad spend from there. The company has historically applied minimum revenue and ad spend thresholds before accepting customers. I am not comfortable quoting a firm number for a tool that publishes none, so treat this as quote-only. The methodology opacity is the bigger issue for me, and it is the main reason I would look at Hyros alternatives first for most DTC brands.

4. Wicked Reports

Wicked Reports leans harder into lifetime value than anything else on this list. Rather than optimizing to first-order ROAS, it attributes based on long-run customer value, which is the correct frame if you have real repeat purchase behavior and a functioning email program.

It also publishes an explicit model selector, so you can see which attribution model is producing which number instead of trusting a black box. After spending time with tools that will not answer that question, I have come to value it a lot.

Pricing is published, which is more than several competitors manage, with reported tiers running from roughly $499 a month upward and Advanced Signal and 5 Forces AI available as $199 a month add-ons. Costs scale with contact volume and revenue, so the same success tax applies here as with Triple Whale. Where it struggles is standard single-session e-commerce and any brand without a meaningful email list, since the LTV modeling has nothing to chew on. See Wicked Reports alternatives.

5. ThoughtMetric

ThoughtMetric, which sponsors this blog, is the entry point on this list rather than the most powerful option, and it is worth being direct about that. It does multi-touch attribution with configurable lookback windows from 7 to 90 days, creative and product analytics, post-purchase surveys, and Conversion API sending back to the ad platforms.

Pricing starts at $99 a month for 50,000 pageviews and scales on traffic rather than GMV, which is the structural advantage over Triple Whale for higher-AOV brands. Every feature is included at every tier, so there is no upgrade path to unlock attribution models. Annual billing includes two free months.

What you do not get is media mix modeling, geo lift testing, or the deterministic view matching Northbeam has built. If your spend has grown to where those questions matter, this is not the tool. The reason it sits on this list is that a large share of brands buying $1,500 a month MTA platforms are trying to answer a question a $99 tool answers fine, and they find that out a year into the contract. The ThoughtMetric vs Northbeam comparison covers where that line actually falls.

The part nobody sells you

None of these five will tell you whether a channel is incremental. That requires a holdout test, and a geo holdout costs nothing but discipline. Run one before you spend five figures a year proving something a two-week test would have shown you. I laid out how the methods stack up by spend level in MTA, MMM, or incrementality.