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The 8 most expensive Meta campaign structure mistakes: too many ad sets, mixed funnels, overlapping audiences, learning phase resets. Mechanical explanations and specific fixes.
The Meta Pixel alone under-reports by 30–60% on iOS. Learn how to build the full stack: Pixel + Conversions API + AEM, with deduplication, event taxonomy, and AdLibrary's pre-pixel research layer.
How to implement Meta Conversions API, optimize EMQ score, and use competitor ad intelligence to choose the right conversion events. Covers direct API, Stape, Shopify, GTM server-side, and Zapier paths.
Broad targeting outperforms detailed targeting in most Meta campaigns since Andromeda. Here's the data, the mechanics, and exactly when detailed still wins.
Bid cap is Meta's hardest bid constraint — and the most under-used. When to use it, how to calculate the right cap from your CPA math, and why creative quality must come first.
Thumb-stop ratio tells you what % of impressions actually paused on your video ad. See 2026 benchmarks by vertical, the top 5 TSR killers, and how to diagnose your creative.
Warm audience segments mapped, incrementality explained, creative shifts tabled. Plus: how AdLibrary surfaces competitor warm-audience strategy through placement context and AI classification.
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The complete catalog ads playbook: platform matrix, feed quality checklist, campaign structure for Meta DPA, Advantage+ Shopping, Google PMax, TikTok DSA, and how to reverse-engineer competitors via Adlibrary.
MMM is back because attribution broke. Robyn and Meridian democratized it. Data requirements, tool comparison, competitor spend proxy as exogenous variable.
MER is total revenue divided by total ad spend — the only metric that survived iOS 14 with its integrity intact. Benchmarks by category, how to set your floor, and why long-running competitor ads are your MER hypothesis list.
MER is total revenue divided by total ad spend — the only metric that survived iOS 14 with its integrity intact. Benchmarks by category, how to set your floor, and why long-running competitor ads are your MER hypothesis list.
Detailed Targeting Expansion is on by default and Meta's algorithm ignores your selections 70% of the time. Here's exactly when interests, behaviors, and demographics still move the needle.
A holdout test is the only way to know if your paid media is causing revenue. Complete 2026 guide: geo vs user-level holdouts, control group sizing, exogenous shock filters, and incremental ROAS calculation.
POAS replaces ROAS as the primary ad optimization metric. Learn the formula, calculation walkthrough, and how to bid to gross profit targets by margin tier.
A holdout test is the only way to know if your paid media is causing revenue. Complete 2026 guide: geo vs user-level holdouts, control group sizing, exogenous shock filters, and incremental ROAS calculation.
