# Fospha vs Measured (2026) · OfferROAS

> Source: https://offerroas.com/compare/fospha-vs-measured

Head-to-head

## Fospha vs Measured

You are choosing between two measurement platforms that both threw out the pixel, and the choice is not obvious because they agree on so much. Fospha and Measured both refuse to trust a browser cookie, both model your marketing rather than follow individual users, both quote you after a demo, and both will report numbers your ad platforms disagree with. What splits them is method and reach. Fospha runs a daily marketing mix model that credits every channel from your store's real revenue, marketplaces included. Measured runs live geo holdout experiments to prove causal lift, then calibrates its model against those tests. The pick turns on how much of your budget sits outside classic DTC channels, and how hard your finance team pushes back on the numbers.

By [Marcus Flynn](/authors/marcus-flynn), tracking and attribution editor. Updated 28 September 2026.

**Disclosure:**We may earn a commission when you buy through links on this page. It never affects our rankings. 

Pick Fospha if you run a scaled retail or ecommerce brand selling across your own store and marketplaces like Amazon and TikTok Shop, and you want pixel-free modeled measurement live in under a month at a published starting price; pick Measured if you spend six figures a month across a wide channel mix that reaches into connected TV, podcasts and offline, and you need causal incrementality experiments to prove lift before you move budget.

Quick answer

**Fospha** is our top pick for most people. Fospha is a marketing measurement platform, not a click tracker. It drops pixels in favour of a daily marketing mix model that credits every channel back from your actual store revenue, and it is genuinely well regarded by the DTC and retail brands that run it. The catch for a paid-traffic operator is the entry point: pricing starts at $1,500 a month, it is built for brands already spending six figures on media, and there is no free trial to test it on your own data first. 

* **Fospha.** Best for Retail and ecommerce brands spending six figures a month that want modeled measurement instead of pixels. From $1,500/mo.
* **Measured.** Best for Mid-market and enterprise brands spending six figures a month across many channels that need causal measurement, not platform ROAS.

### Side by side

__Feature comparison across 2 tools__
| Tool     | Core job           | Method          | Feeds ad platforms | Built for          | From       |
| -------- | ------------------ | --------------- | ------------------ | ------------------ | ---------- |
| Fospha   | Channel-mix credit | Daily MMM       | None               | DTC + marketplaces | $1,500/mo  |
| Measured | Causal lift        | Geo tests + MMM | None               | Six-figure spend   | Not listed |

### Fospha: pros and cons

##### What works

* Non-pixel measurement that credits the upper-funnel channels last-click misses. Because it models from 100% of your real store revenue rather than platform-reported conversions, it surfaces contribution from prospecting social, YouTube, TikTok and display that GA4 and in-platform ROAS tend to undercount.
* Well reviewed by the brands that use it: 4.5 out of 5 from 51 G2 reviews, with recurring praise for ease of use, support and finally seeing channel value that click tracking hid.
* Measures marketplaces, not just your own site. On Pro and up it models the halo from paid media into Amazon and TikTok Shop sales, which pixel-based DTC dashboards structurally cannot see.
* Daily outputs with forecasting, not a quarterly report. The model retrains daily and Beam projects returns at different spend levels, so it works as a budget-allocation tool and not just a scorecard.
* Fast, transparent onboarding: most clients are live in under 28 days with 24 months of historical data, and Fospha runs a glass-box model you can interrogate layer by layer rather than a black box.

##### What to watch

* No free trial and no self-serve sign-up. You book a demo and commit to paid onboarding before you see it work on your own data, so the only way to validate it is to buy it. Ask for two or three references from brands like yours before you do.
* The floor is high: Lite is $1,500 a month and is built for brands already spending $100k to $500k a month on media. Below roughly $100k a month of spend it is overkill, and its own pricing tiers say so.
* Pro adds a percentage of your media spend on top of a $2,000 base, and Fospha does not publish that percentage, so the true all-in cost is opaque until you talk to sales.
* It reports modeled estimates, not deterministic user-level tracking, so its numbers will not match Meta, GA4 or Shopify. That is the point of a mix model, but it means your team needs a governance rule for which source to trust, and Fospha itself says the ad-level view is directional, not creative-level truth.
* Reporting flexibility is a common gripe: G2 reviewers mention limited report editing, filtering and segmentation friction, and manual data work to get some cuts of the data. It is a measurement layer, not a build-your-own BI tool.

### Measured: pros and cons

##### What works

* Triangulated measurement on one platform: geo incrementality experiments calibrate the media mix model, so a budget decision is cross-checked against a real causal read rather than trusted from a single modeled number.
* Measures questions a click tracker or pixel cannot answer: causal lift by channel including upper-funnel and offline media, saturation curves that show where added spend stops paying off, and a Media Plan Optimizer that recommends where and how much to spend.
* Serviced rather than self-serve: guided onboarding, weekly model refreshes and peer benchmarks mean a lean marketing team is not left to run causal experiments alone.
* Well regarded by the enterprise brands that run it, with recognisable customers and strong review scores.

##### What to watch

* No public price and no free trial. The only way in is a booked demo on an annual contract that scales with media spend and channel count, so you cannot validate it on your own data before you sign.
* The practical floor is high: third-party analysis flags a high minimum spend barrier, with a working threshold around six figures of monthly media. Below that the ROI rarely covers the cost.
* Onboarding and data work are heavy and front-loaded: connecting spend and conversion data across every network is manual and slow, which weighs most on a team without dedicated data ops.
* Its numbers are modeled and experimental, so they will not match Meta, GA4 or Shopify, and it sends nothing back to the ad platforms.

### The real differences

#### What each one actually is

Fospha is a marketing measurement platform for retail and ecommerce brands. It does not sit in your click path and it does not fire a pixel. It takes your real store revenue, your spend across every channel and your analytics, and runs a daily marketing mix model that distributes credit for that revenue across the channels that earned it. It leans into the channels a last-click read undercounts, prospecting social, YouTube and upper-funnel display, and it models the halo from paid media into marketplace sales on Amazon and TikTok Shop. The company calls the output a Measurement Operating System, which in plain terms is one modeled answer to the question of what your marketing is actually driving.

Measured is a media-effectiveness platform for mid-market and enterprise brands, and it reaches a similar goal by a stricter method. It also drops the pixel and follows no individual user. What sets it apart is that it runs live geo holdout experiments, turning spend off in some regions and leaving it on in others, to measure the causal lift a channel produces, then calibrates a media mix model against those real tests. On top of that sit a Media Plan Optimizer that recommends where and how much to spend, saturation curves that show where added budget stops paying off, and peer benchmarks. Where Fospha models the mix from your revenue, Measured tries to prove it with experiments first.

#### Modeled measurement versus causal experiments

This is the split under everything else. Both tools are modeled, so neither hands you a deterministic count of who bought from which ad. But they earn their model's credibility differently. Fospha's model retrains daily on your store's total revenue and spend, and it is a glass-box you can interrogate layer by layer rather than a black box. Its strength is speed and coverage: it values every channel, marketplaces included, from one consistent revenue-backed model, and it does that without you running anything.

Measured adds a step Fospha does not. It runs actual incrementality experiments, geo-based holdouts that measure what a channel contributes by removing it and watching what happens to sales. AdExchanger covered the revamped platform as one that "blends automation, incrementality and MMM," and that blend is the point: the media mix model is not trusted on its own, it is calibrated against causal tests. That is the closest thing to proof this category offers, and it is why a brand with a finance team challenging every ROAS number pays for it. The cost is time and money. Experiments take weeks to stand up, the onboarding data work is heavy and front-loaded, and one G2 reviewer described pulling reports from every single network to hand over as an absolute nightmare.

Neither method is better in the abstract. A daily model that credits your whole mix, marketplaces and all, is right when you want fast, managed channel-mix truth for a DTC retail business. Live causal experiments are right when the stakes on a budget decision are high enough that a modeled estimate is not enough and you need to prove lift before you move the money.

#### What each one can see

The channel maps are where a paid buyer feels the difference. Fospha is built around a DTC and retail brand's real footprint. It measures your own store and, on Pro and up, models the halo from paid media into Amazon and TikTok Shop sales, which a pixel-based dashboard structurally cannot see. If a meaningful slice of your revenue lands on a marketplace you do not own the checkout for, that coverage is the reason to look at it.

Measured casts a wider net across media types than DTC channels. Its causal read extends to connected TV, podcasts, offline and upper-funnel media, the channels where a click never happens and a pixel has nothing to catch. For a brand whose spend has grown past paid social and search into brand and offline budgets, that breadth is what a click-based or pixel-based tool cannot give. The trade is that this reach is aimed at a bigger, broader advertiser, and it is not specifically tuned to the marketplace question Fospha answers.

#### Why your numbers will not match Meta or Shopify, and neither feeds back

Both tools disagree with your ad platforms by design, and in the same direction: expect each to report fewer conversions than Meta or Google, and to differ from Shopify too, because each applies one independent model across every channel and refuses to let two platforms both claim the same order. That gap is the over-attribution you are paying to see. Treat whichever you buy as a decision layer, reconciled against backend revenue, not a single source of truth.

They also share a limit that matters for a paid buyer. Neither sends conversions back to the ad platforms. A click tracker like [RedTrack](/reviews/redtrack) or an owned-funnel tool like [Hyros](/reviews/hyros) posts the closed sale back to Meta, Google and TikTok so their algorithms optimize on real revenue. Fospha and Measured are measurement layers, not conversion-API pipes. They tell you where to put the next budget dollar. They do not feed the platforms to help them spend it. If closing that loop is central to how you buy, neither of these is the tool for that job, and you would run one of them alongside a tracker that does.

#### Who each one is for

Fospha is the fit when you run a scaled retail or ecommerce brand, sell across your own store and marketplaces, and have decided pixels can no longer settle your channel mix. It gives you a published starting price to plan against, a model live in under a month, and marketplace coverage that DTC dashboards miss, all managed for you. Its ceiling is granularity and method: its ad-level view is directional rather than creative-level truth, and it models the mix rather than proving it with experiments. See the [full Fospha review](/reviews/fospha), how it reads against a deterministic owned-funnel tool in [Hyros vs Fospha](/compare/hyros-vs-fospha), or the [alternatives to Fospha](/alternatives/fospha).

Measured is the fit when you spend six figures a month across a channel mix that reaches into connected TV, podcasts and offline, and a finance team is challenging marketing's numbers. Its causal experiments give you a defensible read that a modeled estimate alone cannot, and the serviced onboarding means a lean team is not left to run holdout tests by itself. Its ceiling is cost, commitment and speed: no public price, an annual contract that scales with spend, and heavy front-loaded data work before you see a result. See the [full Measured review](/reviews/measured), how it reads against an accessible click tracker in [RedTrack vs Measured](/compare/redtrack-vs-measured), or the [alternatives to Measured](/alternatives/measured). One caveat covers both. Below roughly $100,000 a month of spend, both are overkill, and clean server-side events with blended MER and new-customer CAC do most of the job for far less. Neither fixes a weak offer, a broken pixel setup or a low conversion rate. They make the numbers clearer. They do not make the funnel better. For the full field, see the [best ad tracking and attribution software](/best).

### What each one costs

**Fospha** publishes a floor, which is rare in this category. Lite starts at $1,500 a month and is aimed at brands spending roughly $100,000 to $500,000 a month on media. Pro adds an undisclosed percentage of your ad spend on top of a $2,000-a-month base, and adds ad-level granularity plus Amazon and TikTok Shop measurement. Enterprise is quoted. There is no free plan and no trial, but onboarding is fast: most brands are live in under 28 days with 24 months of history loaded.

**Measured** publishes nothing. G2 records that the company has not provided pricing information, so you book a demo and get a quote. Contracts are annual and scale with your media spend and the number of channels you measure, and third-party analysis flags a high minimum spend barrier, with a working floor around six figures of monthly media. Those spend figures are third-party estimates, not the vendor's, so treat them as directional.

Neither is cheap and neither lets you start on a card. Fospha at least gives you a number to plan against and a short path to going live; Measured is a committed annual platform whose causal experiments take longer to stand up and cost more to run. The decision is not the lower line item. It is whether marketplace-aware modeled measurement or finance-grade causal proof is what your business actually needs. Below roughly $100,000 a month of spend, both are overkill, and clean server-side events with blended MER and new-customer CAC do most of the job for far less.

Prices read from each vendor's own pricing page, current as of 28 September 2026.

Our pick

### Fospha

Fospha is a marketing measurement platform, not a click tracker. It drops pixels in favour of a daily marketing mix model that credits every channel back from your actual store revenue, and it is genuinely well regarded by the DTC and retail brands that run it. The catch for a paid-traffic operator is the entry point: pricing starts at $1,500 a month, it is built for brands already spending six figures on media, and there is no free trial to test it on your own data first.

### Frequently asked questions

Fospha or Measured: which should I pick? 

Pick Fospha if you run a scaled retail or ecommerce brand selling across your own store and marketplaces like Amazon and TikTok Shop, and you want pixel-free modeled measurement live in under a month at a published starting price. Pick Measured if you spend six figures a month across a wide channel mix that reaches into connected TV, podcasts and offline, and you need causal incrementality experiments to prove lift before you move budget. Both drop the pixel and both model your marketing, so the answer turns on method and channel reach, not on a feature race.

What is the real difference between Fospha and Measured? 

Method. Fospha runs a daily marketing mix model that credits every channel from your store's real revenue, and it is fast to stand up and marketplace-aware. Measured runs live geo holdout experiments to measure causal lift, then calibrates its model against those tests, which is the closest thing this category offers to proof. Fospha models the mix; Measured tries to prove it. That extra step is why Measured costs more and takes longer to onboard.

Does Fospha or Measured send conversions back to Meta and Google? 

Neither. Both are measurement layers, not conversion-API pipes, so they tell you where to allocate budget but send nothing back to the ad platforms to help them optimize. If closing that feedback loop matters to how you buy, you would run one of these alongside a click tracker like RedTrack or an owned-funnel tool like Hyros that does post the sale back.

Is Fospha or Measured cheaper? 

Fospha at least publishes a floor: Lite is $1,500 a month, with Pro adding an undisclosed percentage of spend on a $2,000 base. Measured publishes no price at all; G2 records that the company has not provided pricing information, so you book a demo and get an annual quote that scales with spend. Neither is cheap and neither has a self-serve plan or a free trial, so the honest comparison is which one fits your business, not which line item is lower.

What is incrementality testing, and does Fospha do it? 

Incrementality testing measures the sales a channel actually causes by running a controlled experiment, usually a geo holdout that turns spend off in some regions and leaves it on in others, then compares the two. Measured is built around these experiments and uses them to calibrate its media mix model. Fospha is a daily marketing mix model rather than an experiment platform, so it models channel credit from your revenue instead of proving lift with live holdout tests. If causal proof is the thing you need, that points to Measured.

### Sources

#### Other sources

5 discussions and reviews read for this page. Quotes are excerpts; open a link to read the original in context. 

1. \[fospha-home\] [Fospha | The Measurement Operating System for Retail Commerce ](https://www.fospha.com/) Blog, 27 Sep 2026
2. \[fospha-price\] [Fospha pricing ](https://www.fospha.com/pricing) Blog, 27 Sep 2026
3. \[measured-adex\] [Measured's Revamped Platform Blends Automation, Incrementality And MMM ](https://www.adexchanger.com/measurement/measureds-revamped-platform-blends-automation-incrementality-and-mmm/) Blog, 27 Sep 2026
4. \[measured-pricing\] [Measured Media Mix Modeling & Incrementality Pricing ](https://www.g2.com/products/measured-media-mix-modeling-incrementality/pricing) G2, 27 Sep 2026
5. \[measured-spend\] [9 Best Measured Alternatives & Competitors for Incrementality Testing in 2026 ](https://segmentstream.com/blog/articles/measured-com-alternatives) Blog, 27 Sep 2026

### How we compared these

We do not run paid campaigns through either tool. We read each vendor's own documentation and pricing, verify every number against the source, and weigh the long-term reports of operators who run them at real spend. The full rubric is on the [methodology page](/methodology).

### Related reading

* [Fospha review](/reviews/fospha)
* [Measured review](/reviews/measured)
* [Hyros vs Fospha](/compare/hyros-vs-fospha)
* [RedTrack vs Measured](/compare/redtrack-vs-measured)
* [PeerClick vs Measured](/compare/peerclick-vs-measured)
* [Alternatives to Fospha](/alternatives/fospha)
* [Alternatives to Measured](/alternatives/measured)
* [Best ad tracking and attribution software](/best)
* [All head-to-head comparisons](/compare)

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