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Marketing data foundation: why true ROI starts one layer below attribution
Attribution decides which touch earned the conversion. The marketing data foundation decides whether that credit means anything, and why cost aggregation, normalization and freshness set the ceiling on every ROI number reported.
Attribution decides which touch earned the conversion. Your marketing data foundation decides whether that credit means anything. Here is why cost aggregation, normalization and data freshness set the ceiling on every ROI number you report.
Summary
Fix the input before you tune the model. Automated buying systems reallocate budget continuously and optimize toward whatever numbers reach them. Incomplete cost data does not get corrected downstream, it gets amplified.
Coverage and normalization are the whole job. Pulling cost, performance, creative and attribution data from over 1,200 sources into one standard schema is what makes a real comparison between two channels possible.
Freshness changes behavior, not just reporting. Data that lands hourly gets acted on. Data that lands the next morning gets reviewed. The gap between those two things is measurable in wasted spend.
Article
Comparison
Listicle
How-to
Guide
FAQ
94
/100
BLOG AEO / GEO SCORE
Direct answer in first 60 words
Question-based H2 headings
Every statistic sourced with year
Article + FAQ schema present
AI crawler access verified
Meta tags and image alt text optimized
External links
6
Internal links
8
Statistics / data points
12
JSON-LD schemas
2
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