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Payback period formula, benchmarks by business model (DTC, SaaS, marketplace), five levers to shorten it, and how ad creative reveals competitor unit economics.
CBO is Meta's default in 2026 — but ABO wins for testing. Here's the decision matrix, graduation threshold, failure modes, and how creative intelligence from Adlibrary informs which ad sets earn CBO budget.
Payback period formula, benchmarks by business model (DTC, SaaS, marketplace), five levers to shorten it, and how ad creative reveals competitor unit economics.
CBO is Meta's default in 2026 — but ABO wins for testing. Here's the decision matrix, graduation threshold, failure modes, and how creative intelligence from Adlibrary informs which ad sets earn CBO budget.
Brand lift is the only measurement that tells you what ROAS can’t. How Meta Brand Lift, Google Brand Lift, and survey studies work, what they cost, and why most teams ignore them until it’s too late.
Meta, Google, TikTok, and LinkedIn lead ads compared: formats, qualifying-question design, CRM webhook routing, and the Step 0 competitive intelligence move via Adlibrary.
Blended ROAS explained: formula, benchmarks by stage, how it differs from channel ROAS and MER, and why competitor creative research lifts it permanently.
Blended ROAS explained: formula, benchmarks by stage, how it differs from channel ROAS and MER, and why competitor creative research lifts it permanently.
Last-click ROAS is inflated. Incrementality testing measures what your ads actually caused. Ghost ads, geo-holdout, synthetic control — with sample sizes, benchmarks, and the Adlibrary longevity signal.
Most teams still run SKAN 2 schemas. Apple shipped SKAN 4 with 3 postback windows and hierarchical source IDs. Here's how to configure it correctly in 2026.
ATT opt-in rates settled at ~25%. Meta rebuilt its measurement stack. MMM came back. Five years after iOS 14, here is what the data actually shows.
Meta Reels ad guide — 9:16 specs, five native creative archetypes ranked by hook rate, budget mechanics, and the Adlibrary research workflow for mining winning patterns.
Most teams still run SKAN 2 schemas. Apple shipped SKAN 4 with 3 postback windows and hierarchical source IDs. Here's how to configure it correctly in 2026.
Prospecting drives 80% of growth. The 2026 audience types, CPA benchmarks vs retargeting, and how to mine competitor ads for cold-traffic hooks.
Most teams still run SKAN 2 schemas. Apple shipped SKAN 4 with 3 postback windows and hierarchical source IDs. Here's how to configure it correctly in 2026.
