
Total Advertising Cost of Sales (TACoS)
Amazon TACoS shows organic health. 5-15% is healthy. Declining TACoS = ads building organic momentum.
2 min readBlog
Field notes and research on paid media, memory, and the difference between a number and a decision.
124 posts in Reference

Amazon TACoS shows organic health. 5-15% is healthy. Declining TACoS = ads building organic momentum.
2 min read
Home Improvement Facebook: $41.26 CPL (55% cheaper than Google). Before/after visual content performs well.
2 min read
First-touch gives credit to discovery channel. Use to understand 'How do customers find us?' not for budgets.
2 min read
LinkedIn Ads in 2026: 121% company-level B2B ROAS, €5.98 CPC, €34.33 CPM, €70.11 per company influenced (Dreamdata, Mar 2026, data Aug 2024–Jul 2025). We still do not publish per-industry LinkedIn benchmarks — here is why.
3 min read
Last-touch is platform default but biased toward conversion channels. Overvalues Search and retargeting.
2 min read
Data-Driven Attribution (DDA) explained — Google's default model, credited algorithmically across touchpoints. The 2026 standard.
2 min read
Attribution window explained — the timeframe for crediting conversions to an ad. Shorter windows are the 2026 privacy-era norm.
2 min read
A view-through conversion credits an ad that was seen but not clicked. Meta's March 3, 2026 attribution change reshaped how it is counted — here is the new default window.
2 min read
A practical 2026 playbook for incrementality testing: what it measures, when to use geo holdouts versus conversion lift versus audience holdouts, how to design tests that survive scrutiny, and how to triangulate results with MMM and attribution now that Meridian and GeoX have made geo experiments mainstream.
9 min read
Calculate customer lifetime value. LTV determines max CAC. Most businesses underestimate and underspend.
2 min read
CAC includes all acquisition costs, not just ads. SaaS $200-500, E-commerce $20-100. Compare to LTV.
2 min read
LTV:CAC ratio explained — lifetime value vs. acquisition cost. The core unit-economics health check, still ~3:1 as a 2026 benchmark.
2 min readThe record
Stop running an account that forgets.
Every decision written down, with its reason and its result. That is the whole product.