Marketing attribution
MarTech is your source for marketing attribution content. You’ll find a variety of up-to-date and authoritative resources, including the latest news, tactic-rich tutorials, and the latest data to help you work smarter and make better decisions.
What you read here is written by our experienced in-house team of editors and research professionals, and subject matter experts from leading brands and agencies.
Why we care:
In order to optimize current campaigns, and plan future ones, marketers need to know which touchpoints are effective in driving conversions. Given the complexity of today’s customer journey across digital and non-digital channels, this is an enormous challenge. Any marketing attribution answers will have data at its core.
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B2B marketing doesn’t have an ROI problem. It has an evidence problem.
Connect buyer journeys, marketing influence, and revenue across the B2B sales cycle — beyond campaign-level reporting.
B2B marketing attribution is messy. Can it be fixed?
Tracking B2B revenue shouldn’t feel like chasing moving targets. Integrate's Mehul Nagrani breaks down attribution reality and future of B2B demand gen.
OpenAI testing third-party-style tracking in ChatGPT ads
A persistent identifier could improve ChatGPT ad measurement while creating new questions about consent and the personal data behind it.
Why you need to know the ‘nones’ of your business
As unattributed customers pile up, marketers need to stop treating them as noise and start figuring out what brought them there.
The only way to know what your ads really did
Platforms claim too much credit and backends often give too little. Holdout tests can show how much revenue advertising truly generated.
Integrate buys CaliberMind and hopes to close the B2B demand gen loop
Is the problem connecting marketing, pipeline, and revenue? Or is it the crazy ways businesses buy, which no technology can fix?
Run fewer incrementality tests and get more from them
Prioritize tests where uncertainty has real financial consequences, then use the results to guide decisions long after the test ends.
Why long sales cycles make B2B marketing hard to measure
Long B2B sales cycles make most marketing measurement unreliable. Learn why clicks, leads, and conversions don’t tell the full story.
Marketing contribution is the new attribution
Attribution turns complex buyer journeys into neat charts. Marketing contribution looks at the content, conversations, and decision points those charts miss.
Stop looking for the perfect attribution model
No attribution model can answer every business question. Successful B2B marketers combine attribution, MMM, and experimentation instead.
Google testing a way to ease email signups
The browser-based alternative to OTPs and magic links could improve sign-up conversions and first-party data quality.
Marketing artificial intelligence (AI)
ChatGPT Ads adds conversion bidding and stronger measurement
New capabilities bring it closer to the workflow and optimization tools advertisers already use in Google Ads and Meta Ads.
Branded search is becoming a less reliable proxy for brand demand
Consumers aren't searching for your brand less. They're making decisions before they ever perform a branded search.
How to run a CTV incrementality test (and why most fail)
Build reliable control groups, choose meaningful success metrics, and generate results you can defend in budget conversations.
Open source made MMM cheaper, not easier
Free tools have lowered the cost of marketing mix modeling, but data quality and human expertise remain the biggest barriers to success.
HubSpot’s Warmly deal points to the next generation of CRM
HubSpot's acquisition shows CRM platforms are evolving from customer databases into AI systems that identify buying intent and take action.
Why marketers need both MMM & MTA in 2026
As tracking breaks down, combining top-down modeling with tactical attribution is becoming essential for budget decisions.
Marketing measurement is breaking under its own complexity
More tools, more channels, and more data have left many marketers struggling to connect activity to outcomes.
Why marketing measurement needs triangulation
Effective measurement depends on connecting signals across MMM, attribution, and incrementality instead of forcing a single source of truth.
How to prove marketing impact when attribution goes dark
As referral data disappears, this framework helps you measure marketing momentum without relying on perfect tracking.
The 4 marketing metrics that matter in the boardroom
CMOs can lose credibility when they rely on analytics theater. Focus board conversations on the metrics tied to revenue and profitability.
Last-click attribution rewards the wrong work in an AI-first world
AI is making marketing influence harder to track. Here’s how to avoid misleading attribution data and make better investment decisions.
Digital video ad spend surges as AI and targeting reshape strategy
Digital video now more than 60% of TV and video spend, so advertisers are prioritizing AI, precision targeting, and measurable outcomes.
Why CMOs struggle and how aligning with CFOs changes everything
Marketing drives value, but proving it is the challenge. Here’s how CMOs can align with finance, improve attribution and earn lasting credibility.
Why confidence, not performance, is shaping media spend
Marketing budgets are increasingly driven by what teams can defend, not just what performs, concentrating spend in a small set of trusted channels.
When attribution stands in for accountability
Attribution informs optimization, but it can’t absorb risk or set priorities. Here’s why marketers must define ownership to protect credibility.
Google launches no-code Scenario Planner built on Meridian MMM
Google’s Scenario Planner gives you a no-code way to turn Marketing Mix Model insights into budget and ROI decisions.
If your measurement strategy delays decisions, it’s broken
When attribution, incrementality and MMM disagree, teams freeze. Growth comes from acting with confidence, stacking small gains and validating impact in the P&L.
AI could unlock $32B for marketers, if we fix measurement first
When channels can’t be measured, they get underfunded. Bias in today’s models limits growth. Here's why better foundations matter more than new tools.
How to demonstrate marketing ROI in a way the C-suite trusts
Executives want business impact, not dashboards. Present marketing ROI through revenue influence, efficiency trends and predictability.
5 ways to improve marketing measurement in 2026
Can your measurement systems stand up to leadership’s toughest questions about impact, incrementality and decision-making?
3 incrementality testing mistakes — and how to avoid them
Incrementality testing only works if it drives decisions. Here’s where teams go wrong and how to use tests to guide spend and optimization.
Marketing mix modeling has a usage problem, not a tech problem
Marketing mix models often fail because insights stop at analysis. Here's what it takes to turn MMM into a decision-driving capability.
Five truths you need to know about martech, and what to do about them
A candid roundtable with martech leaders revealed five uncomfortable truths holding brands back — and the practical steps needed to finally move past them.
Winning executive trust in the move beyond marketing attribution
Moving past attribution can feel risky, but staying stuck is worse. Reframe marketing measurement to reflect real buying behavior and business impact.
Why server-side tracking is making a comeback in the privacy-first era
As ad blockers and privacy laws disrupt client-side tracking, marketers are shifting to server-side methods for cleaner, more reliable analytics.
Marketers say their trust in measurement is stalled
More data doesn’t mean more effective measurement, as multiplying channels and touchpoints lead to more chaos than answers.
Why MMM makes marketers nervous — and why you should use it anyway
Forget the hype and the horror stories. Here’s how to use MMM the right way without turning it into another attribution debate.
How to set up GA4 cross-domain tracking for global and multi-brand sites
Fragmented sessions distort insights. GA4 cross-domain tracking unifies data across brands and regions so marketers, analysts and leaders see the full journey.
Stop making cost per conversion your KPI — here’s what to measure instead
Chasing cost per conversion or ROAS as your KPI leads to underspend. See why conversion volume is a smarter way to scale profitably.