Attribution has become the most disagreed-upon number in marketing. Meta says one thing, Google says another, your CFO says nothing makes sense. We studied 150 brands running paid ads in 2026 to find out what is actually working.
Methodology
- →Sample: 150 brands running active paid media
- →Spend range: $5K-$2M per month
- →Industries: DTC ecommerce (62%), SaaS (21%), local services (12%), B2B (5%)
- →Period: January-March 2026
- →Data: platform-reported metrics compared to ground truth (actual revenue)
Headline: platform ROAS is 2.3x higher than ground truth
Across our sample, Meta + Google + TikTok platform-reported ROAS was on average 2.3x higher than actual marginal ROASmeasured via incrementality tests and holdout groups.
Signal loss by platform
- →Meta: 32% average signal loss post-iOS 17 (range 18-48%)
- →Google Ads: 11% average signal loss (range 5-22%)
- →TikTok: 24% average signal loss (range 14-35%)
- →Email (Klaviyo↗): 6% signal loss, attributionis fully first-party
What platforms over-report by
- →Meta ROAS: over-reported by 2.1-3.5x vs marginal truth
- →Google AdsROAS: over-reported by 1.4-2.2x
- →Performance Max: over-reported by 2.8-4.1x (worst offender)
- →TikTok ROAS: over-reported by 1.8-2.8x
MMM adoption
- →23% of brands actively running MMM (up from 8% in 2024)
- →41% tried Meta Marketing Mix Modeling (free tool)
- →14% tried Google Meridian (open-source MMM)
- →9% use paid MMM platforms (Recast, Mesa, etc.)
- →Average MMM platform cost: $3,500-$15,000/month
Incrementality testing
- →31% have run an incrementality test in last 12 months
- →68% of those found at least one channel with negative incrementality
- →24% cut spend on branded search after testing
- →Average cost of proper incrementality test: $8,000-$25,000
How teams measure now
- →Blended MER (revenue ÷ all marketing spend): 84% use as primary
- →New customer CAC: 67%
- →Platform-reported ROAS: 72% still track but trust less
- →MMM outputs: 23% use for planning
- →Post-purchase surveys: 48% of DTC
What separates top-performing measurement teams
- →Server-side tracking on 100% of conversions
- →Weekly incrementality tests rotating by channel
- →First-party data in CDP(Segment, RudderStack) not just pixels
- →Multi-touch attributionsupplemented with MMM
- →Post-purchase surveys scored + weighted into channel attribution
The "attribution is dead" camp
41% of teams have stopped trusting any single-channel attributionnumber. They manage to blended metrics only (MER, total CAC) and use MMM for planning. Grew from 12% in 2023 to 41% today.
Recommendations by spend level
- →Under $10K/mo: MER + platform ROASis fine. Save MMM money.
- →$10K-$50K/mo: Add server-side tracking+ post-purchase survey
- →$50K-$250K/mo: Run quarterly incrementality tests
- →$250K+/mo: Invest in MMM platform + dedicated measurement role
Cite this research
Cite freely. Please link to: https://growwithba.com/blog/attribution-reality-2026-study
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Senior Growth Strategist at GrowwithBA. 12 years running SEO, paid media, and retention for ecommerce and SaaS brands from $1M to $100M+. Every guide here comes from live client work — not theory.
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