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Playbooks and field notes on paid media, data, applied AI, lifecycle, and the web we build. 404 articles and counting.
AI in Marketing Statistics 2026: The Numbers That Matter
86.4% of marketing teams now use AI, two-thirds save 10+ hours a week, and 62% of organizations are testing AI agents. The sourced AI in marketing statistics for 2026.
StatisticsAI Search Statistics 2026: The Numbers That Matter
68% of Google searches end without a click, ChatGPT serves 900M people weekly, and AI visitors convert at 4.4x organic. The sourced AI search statistics for 2026.
ComparisonsAmazon Ads vs Google Shopping: Where Product Budgets Win
Amazon ads run ~$0.90–1.00 CPCs at 25–35% ACOS; Google Shopping buys open-web reach and a customer you own. The margin math that decides the split.
BenchmarksB2B SaaS Marketing Benchmarks 2026: CPC, CVR, CAC & Email
B2B SaaS marketing benchmarks for 2026: 12–18 month CAC payback norms, LinkedIn CPL $75–150 vs Google's $66.69 median, and stage-by-stage pipeline math.
BenchmarksBeauty & Cosmetics Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Beauty marketing benchmarks for 2026: 3–5x ROAS norms, Meta and TikTok cost medians, replenishment LTV math, and why 60–70% margins fund aggressive prospecting.
ComparisonsChatbots vs AI Agents: Answering vs Doing
Chatbots answer questions; AI agents execute multi-step work with tools. Capability and risk ladders, cost expectations, and which problems map to each.
ComparisonsCRO vs More Traffic: Which Fixes Revenue Faster?
CRO multiplies traffic you already pay for; new traffic adds revenue at linear cost. The math, the testing-volume threshold, and a sequencing framework by stage.
StatisticsEcommerce Conversion Statistics 2026: The Numbers That Matter
Median sitewide ecommerce conversion is 2–3%, mobile converts at roughly half of desktop, and about 70% of carts are abandoned. The sourced numbers behind ecommerce CVR in 2026.
BenchmarksEcommerce Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Ecommerce marketing benchmarks for 2026: CPC and CPM medians, 2–3% sitewide conversion, email at 25–30% of revenue, and the margin math that makes each number usable.
BenchmarksEducation & Online Courses Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Education & online-course marketing benchmarks 2026: CPL norms near the $66.69 median, webinar funnel math, enrollment seasonality, and email revenue levers.
BenchmarksElectronics & Tech Hardware Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Electronics marketing benchmarks for 2026: 3–6x blended ROAS norms, CPC and CVR context, marketplace vs DTC economics, and the thin-margin math behind every number.
StatisticsEmail Marketing Statistics 2026: The Numbers That Matter
Email returns $36–42 per $1 and drives 25–30% of ecommerce revenue, yet one in six commercial messages misses the inbox. The email marketing statistics for 2026.
BenchmarksFashion & Apparel Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Fashion marketing benchmarks for 2026: 2.5–4x blended ROAS norms, the 10–20% returns haircut, creative velocity math, and the email/SMS share of repeat revenue.
BenchmarksFinance & Insurance Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Finance & insurance marketing benchmarks 2026: directional $8–12 CPCs vs the $4.66 median, CVR norms, ad policy rules, and the LTV math behind premium bids.
BenchmarksFood & Beverage Marketing Benchmarks 2026: CPC, CVR, CAC & Email
Food & beverage marketing benchmarks for 2026: 2–4x ROAS norms, subscription LTV math, Amazon ACOS ranges, and the retention economics that decide CPG profitability.
ComparisonsGA4 vs Server-Side Tracking: What Each Actually Measures
GA4's client-side tags lose conversions to ad blockers, Safari ITP and consent gaps; server-side tracking recovers 15–30% of them. How the two layers fit together.
ComparisonsGoogle Ads vs Facebook Ads: Which Wins in 2026?
Google Ads captures demand that already exists at a $4.66 median CPC; Facebook creates it at $0.70–1.00 per click. The head-to-head medians and when each wins.
ComparisonsGoogle Ads vs LinkedIn Ads for B2B: The Real Math
Google Ads captures live demand at a $4.66 median CPC and $66.69 median CPL; LinkedIn buys precision at $5–8 and $75–150. The deal-size math that decides.
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