AppsFlyerAppsFlyer

Why attribution and cost data are better together to achieve true ROI

By Shani Rosenfelder·Oct 27, 2020·4 min read

Summary

ROI in mobile marketing is often inaccurate due to reliance on separate attribution and cost providers. This practice leads to sub-par attribution solutions, data mismatches, privacy risks from credential sharing, and lack of granularity for optimization. Inaccurate data can cause marketers to misallocate budget, buying organic users or fraudulent traffic.

Integrated attribution-cost platforms provide normalized data down to creative, geo, and keyword levels, enabling sound decisions and preventing budget waste.

You Might Also Like

AppsFlyerAppsFlyer

Marketing attribution: what it is and how to measure it

Marketing attribution is critical for connecting spend to revenue, but platform self-reporting and last-click bias distort budget decisions. Single-touch models (first/last-click) are simple but miss the full journey; multi-touch models (position-based, data-driven) are more accurate but require robust data. Mobile attribution is particularly challenging due to ATT, SKAdNetwork, and cross-platform gaps, necessitating a mobile measurement partner (MMP) for independent, deduplicated measurement. Clean attribution data is essential for AI-driven optimization—bad signals lead to bad decisions. Starting with position-based attribution and incrementality testing provides a practical foundation.

Shani Rosenfelder·Jul 9, 2026·15 min readRead article →
AppsFlyerAppsFlyer

6 reasons why mobile apps set the gold standard for omni-channel measurement

Mobile app measurement has solved the single-channel problems that plague other digital channels—independent attribution (neutral third-party verification), privacy regulation (survived iOS 14.5 with new methods), signal governance (provenance, chain of custody), fraud detection (15% fraudulent installs, 275% fake installs in some channels), and cross-platform fragmentation. These capabilities, built under duress, now form the foundation for omnichannel measurement. Ad ops must apply mobile-grade rigor per channel first, then connect via CUID, unified attribution logic, and real-time data governance to build a trusted cross-platform framework.

Shani Rosenfelder·Jul 5, 2026·8 min readRead article →
MolocoMoloco

Inside Moloco's CARA: the AI that compounds

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.

Tal Shaked·Aug 7, 2026·14 min readRead article →
AppsFlyerAppsFlyer

80% of Fintechs have adopted AI in marketing, but only 29% got results. Here’s the kit that closes the gap.

Most fintechs (80%) use AI but only 29% see results due to data fragmentation and unclear priorities. Successful teams start with one workflow using existing attribution data. Examples: GCash used Agent Hub for anomaly detection, saving 3+ hours/week; Flip automated reporting via AppsFlyer MCP for a team of three. Key insight: connect clean, existing data to AI tools, don't wait for perfection. AppsFlyer provides a starter kit with prompts and a 30-day plan.

Eden Kalderon·Jun 28, 2026·7 min readRead article →
AdjustAdjust

How mobile app marketers should approach CTV | Adjust

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.

Nicoline Str·Aug 4, 2026·7 min readRead article →
MetaMeta

Speaking Up for Small Businesses

Apple's iOS 14 policy forces apps to show a prompt discouraging tracking, harming personalized ads crucial for small businesses. Facebook argues it's profit-driven, exempts Apple's own ads. This may force free services to charge, hurting small businesses and content creators.

Dan Levy·Dec 16, 2020·8 min readRead article →
AppsFlyerAppsFlyer

The Optimal Tech Stack for the AI Era

Ad ops decision-makers face four structural problems in marketing stacks: platform fragmentation, channel silos, funnel blind spots, and the measurement-activation disconnect. These issues lead to inflated acquisition costs and conflicting performance data. The solution is a measurement-led foundation with independent, fraud-filtered, consent-aware signals that unify cross-channel truth. AppsFlyer provides this signal layer, enabling secure data collaboration and AI optimization on reliable data—without replacing existing activation tools. Key takeaway: fix signal quality first before accelerating AI-driven automation.

Ran Avrahamy·Jul 8, 2026·7 min readRead article →
MetaMeta

Performance Spotlight: What Your CFO Actually Wants to Hear About Marketing with Common Thread Collective

Marketers must shift from ROAS to incrementality and contribution dollars to win CFO trust. Finance cares about actual P&L impact, not activity. Incrementality tests answer what would happen without ad spend, but results come as ranges, which are more honest than false precision. A testing program builds 'progressive truth' over time. The marketers who get budget show incrementality data, contribution margin impact, and forecast accuracy. The role evolves to profit accountability, with tools like Incremental Attribution and Conversion Lift working together. The key move: propose a controlled experiment to align marketing and finance on a shared measurement framework.

Aug 6, 2026·5 min readRead article →

More from AppsFlyer