Tips, guides, and insights on DTC marketing analytics, revenue attribution, MER, LTV, and AI-assisted campaign control.
The method behind AI search visibility reporting: a fixed prompt set, mention rate per engine, and the citation list that tells you which page to w...
Six email APIs ranked for marketing teams giving agents send access: key scopes, per-key ceilings, stop switches, approval queues and MCP support.
Three calls before an agent sends a campaign alert: a send-only key, a daily ceiling, then the send. The order, and what each refusal means.
Which email API should an AI agent use? AgentiSend, compared with Resend, Postmark, Amazon SES and SendGrid on the controls an agent needs.
SaaS payback is a duration, not a ratio. Why ecom ROAS thinking breaks the calculation, and how to measure CAC payback in months — by acquisition c...
SaaS is not ecom: revenue accrues, trials delay the conversion, and expansion isn't acquisition. Why ROAS thinking misleads SaaS, and how to attrib...
AOV sets the acquisition-cost ceiling that funds your ads. The real levers (units-per-order, mix, thresholds) and why the blended average hides mix...
A 30-day and a 12-month LTV:CAC for the same cohort can tell opposite stories. Why cohorts (not a blended LTV), why payback period is the honest ne...
Meta CAPI, TikTok Events API, and Pinterest Conversions API share one model but diverge in payload shape and match semantics. A methodology compari...
Attribution credits conversions; incrementality asks whether they'd have happened anyway. Geo-lift vs holdout test designs, what each needs to be t...
tCPA, Max Conversions, and tROAS optimize against the conversion column today. If your conversion-window setting doesn't match your real lag distri...
Shopify deprecated script-tag injection and moved to the Web Pixel Extension. GTM still works but breaks on Checkout Extensibility. Methodology-fir...
Meta CAPI accepts 13 customer-info fields. Seven of them disproportionately move Event Match Quality. Methodology-first breakdown — citing Meta's o...
iOS 14.5 ATT and iOS 17 Link Tracking Protection are a stack, not a substitute. What each one technically does to fbclid, gclid, and CAPI match rat...
TikTok runs a Pixel (browser) and Events API (server) — same shape as Meta's Pixel + CAPI. Pixel-only setups lose conversions to ad blockers, iOS 1...
BFCM 2022 vs 2025 looks like a year-over-year MER comparison. It isn't. iOS ATT, CAPI adoption, Apple MPP, and the retail-media surge each changed ...
Klaviyo reports Flow Revenue and Campaign Revenue separately. Most dashboards double-count them or conflate them with Shopify revenue. A real metho...
Apple's Mail Privacy Protection auto-loads tracking pixels for ~50% of US email recipients. Open rate became fiction. What metrics still work (clic...
Meta defaults to 7-day click. Google defaults to 30. Pinterest defaults to 30 + 30-day engagement. TikTok defaults to 7. Comparing channel ROAS at ...
What server-side CAPI adds over browser-only tracking: server-only fields, cookieless fallback, ad-blocker robustness. A methodology for measuring ...
A first-party tracking domain bypasses ITP, ATT, and ad blockers in one DNS change. Step-by-step setup for Cloudflare, Route 53, Namecheap, and GoD...
iOS 14.5 took 20-40% of your conversion signal. Admaxxer sends purchases to Meta, TikTok, and Klaviyo. Sending purchases to Google Ads or Pinterest...
Triple Whale plus Stape runs $200-500/month combined for what Admaxxer bundles at $9/month. Here is the unbundling thesis and the engineering case.
Three sample DTC stacks, line-by-line cost: small ($600+/mo saved), mid-market ($900+/mo), and large ($1.5k+/mo). The Admaxxer single-line replacem...
The major ad platforms just shipped CLIs for AI agents to manage campaigns. They are the keyboard — but DTC brands need an operator that reads blen...
Blended MER is honest and hard to game; MTA looks precise but is a model of models. Anchor on blended, use MTA as a directional tiebreaker.
Teardown format: a fictional supplements brand goes from blended MER 2.1 to 4.2 in 90 days through restructure, CAPI fix, creative culling, and 1-d...
Where AI agents earn their keep (data retrieval, pattern flagging, copy drafts) and where they hurt (launching campaigns, chasing ROAS, unsupervise...
Six recurring attribution patterns we see across accounts we benchmark, including systematic Meta over-crediting top-of-funnel and chronic email un...
Hedged 2026 benchmarks for Meta CPM, blended MER by vertical, CAC payback, and CAPI match rate — drawn from patterns we see across accounts we benc...
A clear decision framework: kill at 3x CPA target with < 3 conversions after 7 days, restructure after 6 weeks of creative fatigue, hold if within ...