Skip to content

Guide

2 min readJoris van HuëtUpdated Mar 26, 2026

How To Read Your First Attribution Report

Understanding your first Causality Engine attribution report unlocks insights into incremental marketing impact and data-driven budget refinement.

Share
Quick Answer·2 min read

How To Read Your First Attribution Report: Understanding your first Causality Engine attribution report unlocks insights into incremental marketing impact and data-driven budget refinement.

Read the full article below for detailed insights and actionable strategies.

The attribution problem

One sale. Four channels. 400% credit claimed.

100
1 sale
Meta
100%
claimed
Google
100%
claimed
TikTok
100%
claimed
Klaviyo
100%
claimed

Reported revenue: 400 · Actual revenue: 100 · Gap: €300

What to Expect in Your First Report

Causality Engine attribution reports go beyond last-click models by using Bayesian causal inference to measure incremental impact of each marketing channel.

Key Sections Explained

1. Intelligence-Adjusted Attribution

Shows the percentage of incremental conversions attributed to each channel after adjusting for overlap and cannibalism.

2. Refinement Queue

A prioritized list of marketing channels ranked by their expected incremental revenue return on ad spend (ROAS).

3. Causality Chains Visualization

Graphical representation of conversion paths illustrating how channels interact causally.

4. Cannibalistic Channel Detection

Identifies channels that reduce the effectiveness of others due to overlapping targeting or timing.

How to Interpret

Look beyond raw conversion counts; focus on incremental sales driven uniquely by each channel.

Use the refinement queue to reallocate budget from low to high incremental impact channels.

Examine causality chains to understand multi-touch conversion paths rather than simplistic attribution.

Address cannibalistic channels by adjusting bids or targeting.

Tips for Shopify Beauty, Fashion, and Supplement Brands

Analyze how brand awareness channels contribute incrementally versus direct response.

Identify hidden synergies between paid social and organic channels.

Use insights to sharpen subscription acquisition if applicable.

For a deep dive into marketing attribution concepts, visit Marketing Attribution on Wikidata.

Learn about pricing plans at [/pricing].

[View Attribution Report](/app.causalityengine.ai)

[> #Customer Story: OFFFTRACK

Reclaiming 34% of Hidden Revenue by Fixing Attribution Blind Spots](/resources/case-study-offftrack)

Upper Funnel Attribution Problem: Measuring Awareness Campaign ROI

ROI Guarantee: If We Dont Find Savings, You Dont Pay

Get attribution insights in your inbox

One email per week. No spam. Unsubscribe anytime.

Key Terms in This Article

Related Articles

Ready to see your real numbers?

Upload your GA4 data. See which channels drive incremental sales. Confidence-scored results in minutes.

Book a Demo

Full refund if you don't see it.

Stay ahead of the attribution curve

Weekly insights on marketing attribution, incrementality testing, and data-driven growth. Written for marketers who care about real numbers, not vanity metrics.

No spam. Unsubscribe anytime. We respect your data.

Frequently Asked Questions

What does incremental impact mean?

Incremental impact measures conversions caused by a channel beyond what would have occurred without it.

How is cannibalism identified?

Channels that reduce conversions attributed to other channels are flagged as cannibalistic.

Can I export attribution reports?

Yes, reports can be exported as CSV or PDF for further analysis.

How often are reports updated?

Reports refresh daily with new data for up-to-date insights.

Is there a recommended budget allocation based on the report?

Yes, use the Optimization Queue to prioritize channels with higher incremental ROAS.

Confident clarity.For every channel.

See which channels actually drive your revenue. Confidence-scored results in minutes — not months. Full refund if you don't see the value.