The “Two Worlds” of App User Acquisition: Mainstream Giants vs. The “Churn & Burn” Underground

We analyzed 1 Million App Ads. Here is why Drama apps are printing money while Dating & Gambling apps are hiding in the shadows.

Key Insights:​

• The Volume: We tracked 1 Million+ ads for Apple App Store and Google Play in the last 30 days.
• The Trend: “Drama Shorts” are the new mobile king, with single apps running 200,000+ ads.
• The Split: Mainstream apps (AI, Games) scale one asset indefinitely. High-risk apps (Dating, Gambling) use a “Rotation Strategy” to dodge compliance hits.

Watch the full tutorial on YouTube:

The Context: 1 Million Ads, Two Different Strategies​

When analyzing the App Store and Google Play ecosystems, you immediately see a divide. On one side, you have the “Mainstream Giants”—apps that are compliant, safe, and scaling a single Brand ID to astronomical numbers. On the other side, you have the “Aggressive Underground” (Dating & Gambling)—industries with huge total volume but no single dominant leader.

We broke down the data to show you exactly who is winning in both worlds.

World 1: The Mainstream Kings (The “Forever” Scale)​

These apps have no fear of bans. They find a winning funnel and pump it with hundreds of thousands