In-app event measurement is crucial for app marketing success, yet many marketers fail to measure enough events. Analyzing over 320 billion events from 12,000 apps, the report reveals that gaming apps average 5.3 events and non-gaming apps 7.8, far below the peak performance range of 16-30 events. Measuring more events enables better audience segmentation, campaign optimization, and funnel analysis.
However, non-gaming apps may face data overload if they measure too many events. The sweet spot varies by vertical, and continuous iteration is essential for maximizing ROI.
Cross-channel marketing analytics isn't about putting Meta, Google, and TikTok numbers side by side—they often double-count the same customer journey. Fragmented identity is the real culprit; without a first-party Customer User ID, attribution measures platform credit, not customer value. The article explains that deduplicating conversions across mobile, web, and CTV can lift attributed revenue by 30–60% and improve ROAS by 20%. It walks through attribution models, warns against platform-native analytics, and advises using an independent MMP for true cross-channel measurement. Ad ops takeaway: fix identity resolution first, because AI-driven optimization and budget allocation depend on trustworthy, deduplicated data.
The open internet presents unique challenges for performance advertising: fragmented identity, closed first-price auctions, and non-stationary supply. Moloco's CARA compound architecture tackles this with six integrated technical domains—Campaign Automation, Supply, Ad Recommendations, Bidding, Creative, and Signals—running on a unified ML infrastructure. Key insights for ad ops: the system continuously learns from every interaction, uses knowledge distillation to serve real-time predictions under 10ms latency, and validates improvements through rigorous live experiments. In 2025, 65 validated model updates reduced CPA by 17% and improved ROAS by 27%. The key takeaway: compound AI architectures that connect prediction, bidding, creative, and data can unlock measurable performance gains beyond walled gardens.
LTV forecasting is challenging due to stale ML models and user heterogeneity. Effective systems combine ML, Bayesian methods, and secondary models to reduce bias and variance for accurate predictions.
Global app installs rose 13% YoY and sessions 5% in H1 2026, signaling sustained growth despite market saturation concerns. Casual gaming saw a 55% surge in sessions, while e-commerce install day engagement improved across all regions, with North America reaching 1.34 and LATAM 1.4. Finance apps saw installs up 5% but sessions up 29%, underscoring the importance of retention. Ad ops teams should prioritize casual gaming, optimize install day experiences, and prepare for a strong H2 holiday peak, leveraging accurate measurement to allocate budgets effectively.
A leading eCommerce loyalty platform integrated AppsFlyer's deep linking and audience segmentation with Braze's engagement platform to unify personalization, measurement, and lifecycle orchestration. This solved fragmented data and manual campaign production, driving a 66% faster time to first purchase, 500% uplift in push revenue, and 50–80% revenue lifts in email/content cards. The key insight for ad ops: accurate deep linking and behavioral data are foundational—when they work as one system, personalization scales and ROI improves.
CTV has become performance-ready for app marketers. Recent acquisitions (Fox/Roku, Walmart/Vibe) signal a shift to self-serve, measurable channels. Marketers can reuse existing UA creative instead of producing TV ads. QR codes drive direct response, but halo effects often matter more. Start with small, additive test budgets and measure assists/incrementality to understand true impact. CTV offers a way to find incremental users and diversify beyond paid social.
India's gaming market has won the install race, but the next phase demands a shift to measurable value. With over 500 million players and 97.5% Android penetration, mid-core and hardcore games generate 70% of revenue from in-app purchases. Yet, average channel usage (13) lags behind the global benchmark (17), limiting growth. For ad ops decision-makers, the key is moving beyond low-cost installs to focus on day-3 retention, cohort analysis, and life-time value. Diversifying marketing channels and tailoring strategies for Android's high-churn environment are critical to building sustainable gaming businesses.
Mobile engagement during the football tournament was fragmented, not continuous, with spikes lasting ~3 minutes around goals and pauses. Purchases peaked at halftime, not during play. Emotional stakes drove higher engagement than audience size—the third-place match outperformed the final (+21.7% vs +6.3% lift). Local factors (regulation, payment infrastructure, routines) caused market-specific behaviors. The customer journey continues post-match, requiring measurement beyond live events. Ad ops should align campaigns with attention patterns, optimize for local nuances, and track the full funnel.
Cross-channel marketing analytics isn't about putting Meta, Google, and TikTok numbers side by side—they often double-co...
A leading eCommerce loyalty platform integrated AppsFlyer's deep linking and audience segmentation with Braze's engageme...
Mobile engagement during the football tournament was fragmented, not continuous, with spikes lasting ~3 minutes around g...
Marketing attribution is critical for connecting spend to revenue, but platform self-reporting and last-click bias disto...
Ad ops decision-makers face four structural problems in marketing stacks: platform fragmentation, channel silos, funnel ...
Mobile app measurement has solved the single-channel problems that plague other digital channels—independent attribution...