Insights
29 articles on insights, newest first.
Attribution tools for agencies with many client accounts
Ask which GA4 role the vendor's login needs, whether each client authorized it, whether it reuses client data, where data is stored and what happens at the end. Causality Engine reads one brand's GA4 export and is not a multi-client agency dashboard.
Does falling consumer confidence lower your ROAS?
German households now say they want to save more than at any time since the 2008 crisis. In your data that shows up as slower, pickier buyers before it shows up as a lower ROAS. Three checks tell you whether the mood has reached your store, and which channel to test before you cut.
What looks like wasted ad spend but is not
Four patterns that read as a failing channel and are not. Three of them are properties of the measurement rather than of the channel at all.
What a methodology document quietly reveals
Four things a methodology document gives away without meaning to, including who wrote it and which question the product was originally built for.
What agents get wrong about attribution data
Four failure modes recur when a model summarises measurement. Each has a specific fix, and three of them are schema problems rather than prompt problems.
Where attribution debt is actually hiding
Everyone looks for it in the ad platforms. Four places it actually accumulates, three of them inside decisions rather than inside any dataset.
The objections to attribution findings nobody expects
Everyone prepares for the statistical questions. The ones that actually derail meetings come from somewhere else entirely. Four of them, and what each needs.
What surprises founders in their first causal read
Four reactions come up almost every time a founder reads their channels causally for the first time. None of them mean the tool is broken.
What continuous monitoring catches early
The surprise in a scheduled read is usually not about marketing. It is the broken collection nobody would have found for another three months.
What a real-time alert is actually detecting
Take a firing alert apart and you find one of four causes. Only one is a change in your marketing, and it is not the most common.
What posting attribution to Slack reveals about a team
The first month of replies to a shared measurement post is a diagnostic on the team. Four patterns, and what each predicts about whether the practice survives.
What vendors learn from refund requests
Refunds cluster around a handful of causes, and accuracy is barely one of them. What the actual pattern implies about how to run your own evaluation.
Where reported and causal ROAS agree more than you expect
Everyone expects the gap. Fewer people notice where it almost disappears, and the places it does are the most informative part of the comparison.
The lift surprises hiding in your own Shopify data
Four things that keep surprising brands the first time they read their channels causally, and the unglamorous explanation behind each one.
Best No-Code Marketing Analytics for Small Ecommerce Teams
Discover the best no-code marketing analytics tools for small ecommerce teams. Compare Shopify, GA4, Causality Engine, Triple Whale, and more.
Marketing Analytics With Cancel-Anytime Pricing
A practical guide to analytics platforms with cancel-anytime pricing, how to spot hidden fees, and which tools offer transparent, flexible billing.
Best Attribution Tools for GA4 and Shopify Stores in 2026
Discover the top attribution and tracking tools for GA4 and Shopify stores in 2026. Compare features, pricing, and best fits for your ecommerce needs.
GDPR-Compliant Attribution for European Ecommerce
What GDPR-compliant attribution means for European ecommerce: data residency, consent, and the difference between pixels and GA4 exports.
Attribution Tools That Report Confidence Intervals
Learn why confidence intervals matter more than point estimates in attribution, and which tools report them for better budget decisions.
How to Choose an Attribution Platform for Incremental Sales
Learn how to select a marketing attribution platform that measures true incremental sales, with key questions, method differences, and a decision table.
Marketing Analytics Tools for Small DTC Teams
Discover the best marketing analytics tools for small DTC teams, including setup tips, attribution models, and when to use causal analysis.
Attribution Without a Pixel or Engineering Ticket
Learn how to measure marketing channels without a pixel or engineering help. Explore pixel-free attribution tools, their limits, and fast setup options.
How to Export and Share Attribution Reports You Can Defend
How to export and share attribution reports that withstand scrutiny: the formats stakeholders use and a one-page CFO summary you can build fast.
The Cheapest Way to Get a Causal Attribution Read
Discover the lowest-cost ways to measure marketing impact, ranked by real cost and effort. Learn when a cheap causal attribution read is the right choice.
How to Vet an Attribution Vendor Before You Sign
Learn how to vet an attribution vendor with a 7-question checklist to ensure defensible, reproducible, and finance-grade marketing measurement.
What to Look For in a Marketing Analytics Tool
Learn the six essential features to look for in a marketing analytics tool to identify wasted ad spend and make better budget decisions.
Marketing Attribution for GA4: Beyond Last-Click
Learn how to interpret GA4 attribution models, their limits, and when to use experiments for true marketing incrementality. Move beyond last-click reporting.
Top Platforms for Measuring Incremental Revenue by Channel
Discover the top platforms for measuring incremental revenue by channel, from geo-tests to MMM, and learn how to choose the right tool for your DTC brand.
The Fastest Way to Cut Wasted Ad Spend by Channel
Learn the fastest way to identify and cut wasted ad spend by channel using GA4 exports, causal reads, and platform comparisons for better marketing ROI.
Your platforms guess.
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