Related engagement
Monetization Audit
A structured review of revenue mechanics, mediation, ad load, player context, and the product decisions underneath the numbers.
Explore the engagement →Topic 01 · Revenue systems
Gaming expertise. Impact that travels.
Ad Monetization & Mediation.
Ad revenue is a product system before it is an AdOps report. The useful questions connect player state, placement design, auction mechanics, latency, fill, and long-term trust. These notes come from building and rebuilding those systems at mobile-gaming scale—and apply anywhere an ad-supported product needs better yield without degrading the experience.
Diagnostic frame
Start with the questions behind the metric.
- Is a placement creating value, or monetizing friction the product created?
- Where are latency, waterfall structure, or partner concentration leaking yield?
- Which revenue gains survive beyond the first-week test window?
Selected writing
Read the field notes
- Jul 2026 D—04 · Revenue 4 min
Same Ad, Different Player Moment
A rewarded ad is not only an ad format. It is a product event. The same placement can be a continuation mechanic in one context and an escape route in another.
- Feb 2026 D—01 · Gaming 11 min
Against the 'whale' metaphor
Top-spending users aren't a species. They're a stage. The taxonomy is costing you product decisions.
- Dec 2025 D—03 · Analytics 6 min
Diligence checklists for ad-network acquisitions
What I check in a target's investment deck before reviewing anything else — the flags that decide if deeper diligence is worth the time.
- May 2026 D—04 · Revenue 10 min
Every Product Has a Hidden Economy
Most teams design features. They're actually designing exchange rates — whether they know it or not.
Need an outside operator’s view of the system behind the number?
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