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Analysis, not content.

4 formats, 1 rule: every claim carries its data. Analyses state findings. Playbooks include the formula. Teardowns include the schematic. The changelog includes what we got wrong.

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Analysis

Ad costs rose 18% in 2025. The profitable accounts spent less.

02 Jul 2026 · 9 min read · by the forecasting desk · data: 41 accounts, FY2025

Average CPC across our account base rose 18% in 2025. The standard response was to spend more to defend rank. The profitable cohort did the opposite — and the gap between the two groups is the clearest margin signal we measured all year.

We split 41 accounts into quartiles by contribution-margin growth. The top quartile cut ad spend 7% year over year. The bottom quartile grew it 31%. Revenue growth between the two groups differed by 4 points; margin growth differed by 19.

The mechanism isn't austerity. It's denominator discipline: the top quartile bid against margin per SKU, so rising CPCs priced them out of exactly the auctions that had stopped being worth winning. The bottom quartile bid against ACOS targets — which don't move when fees or COGS do.

Figure 01 — ad spend growth vs contribution growth, by quartile
Source: settlement + Ads API data · FY2025 · N=41 · quartiles by contribution-margin growth · method below

Bar chart: the bottom quartile grew ad spend 31 percent and lost 2 points of margin. The top quartile cut spend 7 percent and gained 17 points.

The uncomfortable version of this finding: at 2025 CPC levels, a mid-margin SKU portfolio managed to a flat ACOS target loses money on roughly 1 in 4 ad-attributed orders. The spreadsheet says on-target. The P&L disagrees.

We expect 2026 to widen the gap. CPCs are still rising; margin-anchored bidding gets more valuable as the auction gets more expensive — restraint compounds.

Rising CPCs punish accounts that don't know their margin per SKU — and quietly subsidize the ones that do.

If you manage to ACOS today, the audit's ad-spend rebuild shows what your last 90 days would have looked like bid against contribution. Median finding across 2025 audits: 23% of spend served SKUs that lose money on the click.

Method — data, definitions, exclusions
Data
41 managed accounts, FY2025, settlement-level margin and Ads API spend. No survey data.
Definitions
Contribution margin = revenue − COGS − fees − ads, per SKU. Quartiles by margin growth, not size.
Exclusions
3 accounts onboarded mid-year excluded (partial data). Accounts under $1M revenue excluded from quartile math, reported separately.
Caveat
Managed accounts share our bidding method; the cohort is not a random sample of the market. The direction survives the bias; the magnitudes may not.
AdvertisingUnit economicsFY2025

The changelog

Published quarterly. The wrong entry goes first.

Changelog — Q2 2026

2026-06-28WRONGQ1 forecast model over-weighted promo velocity. Days-of-cover accuracy dipped to 91.4% in April. Fixed in v2.3 — promo decay is now supplier-specific.

2026-06-28CHANGEDReorder buffers: static 21d → variance-scaled 14–28d.

2026-06-28CHANGEDFee audit: 12 → 14 types. 2 new FBA fee classes added.

2026-06-28SHIPPEDMargin bridge: mix component now split by marketplace.

THE WRONG ENTRY GOES FIRST — EVERY QUARTERFULL LOG IN THE CLIENT PORTAL

Quarterly changelog. First entry, labeled wrong: the Q1 forecast model over-weighted promo velocity and accuracy dipped to 91.4 percent in April; fixed in version 2.3. Two changes and one shipped improvement follow.

Read enough. Measure something.

The audit applies these methods to your account — 14 days, read-only, report yours to keep.