Casual, hyper-casual, and hybrid-casual games have become dominant categories in the global mobile market, making in-app advertising (IAA) a key driver of monetization success. However, many developers continue to face major challenges, including unstable fill rates, fluctuating eCPMs, difficulties balancing multiple regional markets, and the ongoing tradeoff between user experience and revenue growth.