MolocoMoloco

Unlocking the power of online media and omnichannel sales through machine learning

By Nikhil Raj·Nov 2, 2023·5 min read

Success in retail media hinges on leveraging first-party data to connect online media with omnichannel sales. By centering a unique customer ID (like a loyalty ID), retailers can link every touchpoint—from online ads to in-store purchases—enabling accurate attribution and incrementality analysis. Machine learning (ML) is crucial for sifting through vast data to identify which impressions truly drove sales and whether those sales were incremental.

ML models can run A/B tests, analyze historical patterns, and predict outcomes, allowing retailers to optimize budget allocation and improve ROAS. This approach transforms complex data into actionable insights, helping retailers focus on high-impact channels. As ML continuously learns, strategies are refined in real time, ensuring every impression contributes to incremental sales.

The integration of omnichannel sales, ML-driven attribution, and optimization is the future of effective marketing, turning complexity into a competitive advantage.

You Might Also Like

AppsFlyerAppsFlyer

Marketing attribution guide: Best practices to optimize your ROI

Marketing attribution identifies which channels drive conversions, helping allocate budgets effectively. It uses models like single-touch (first/last click) or multi-touch (linear, time-decay) to assign credit across customer journeys. Challenges include privacy changes and tracking difficulties, but solutions like MMPs and AI can help optimize campaigns.

Shani Rosenfelder·Oct 11, 2023·5 min readRead article →
AppsFlyerAppsFlyer

How Gaming, Finance, and E-Commerce Marketers Use Claude and AppsFlyer MCP

AppsFlyer MCP connects Claude directly to live attribution data, replacing manual reporting and CSV exports. Gaming teams catch budget anomalies overnight, finance teams compress multi-hour analysis into minutes, and e-commerce teams close the gap between measurement and spend decisions. Setup takes under 60 seconds, enabling real-time queries on channels, cohorts, and ROAS. The key insight is that AI-powered analysis requires live data connections, not stale exports.

Eden Kalderon·May 14, 2026·14 min readRead article →
Liftoff(Vungle)Liftoff(Vungle)

19 Tips and Tricks From Liftoff’s 2023 Mobile Heroes

Mobile marketing experts recommend trusting teams, embracing authentic UGC ads, leveraging AI for personalization, simplifying creatives, updating funnels, focusing on user motivations, testing continuously, and building strong partnerships.

Mobile Heroes·Jan 18, 2024·5 min readRead article →
TikTokTikTok

Evolving our mobile measurement framework for app advertisers

TikTok's SAN integration and EVTA provide holistic ad attribution beyond last-click, capturing engaged views and clicks. This enhances campaign insights, optimization, and cross-platform performance comparison.

TikTok For Business·Nov 15, 2023·5 min readRead article →
AppsFlyerAppsFlyer

Mobile Measurement Set the Standard. Web Is Finally Catching Up.

Mobile performance marketing succeeded by building a signal infrastructure—independent attribution, fraud protection, and structured postbacks—that fed optimization-grade data to ad platforms. Web measurement has lagged, relying on fragmented, platform-reported metrics. As AI-driven campaign optimization becomes standard, bad signals amplify errors. AppsFlyer’s Web Performance Measurement brings mobile-grade signals to web: independent attribution, server-to-server postbacks, cross-platform closed loops, and unified cost/revenue measurement. For ad ops decision-makers, this means one truth source, actionable optimization signals across networks, and complete omnichannel ROAS visibility—enabling AI to compound advantage, not error.

Barak Witkowski·May 20, 2026·5 min readRead article →
AppsFlyerAppsFlyer

Independent Data Collaboration Platforms Are Gone — Except One

Data collaboration platforms are consolidating under ad-centric owners, threatening measurement neutrality. Publicis bought LiveRamp, WPP acquired InfoSum, and LiveRamp absorbed Habu, leaving AppsFlyer as the only major independent player. Brands must vet partners for conflicts: does the platform or its parent benefit from ad spend? Without independence, budget allocation and ROAS calculations may reflect agency incentives over actual performance. Key questions: revenue from ads, cross-channel attribution consistency, data governance, and auditable methodology.

Tami Harrigan·Jun 10, 2026·6 min readRead article →
TikTokTikTok

Resonance: A Key Factor For Ad Effectiveness | TikTok Marketing Science | TikTok For Business Blog

Resonance, defined as attention times engagement, is key for ad effectiveness. Short, creative ads on TikTok achieve high impact early, with 50% effect in 2 seconds and 90% ad recall in 6 seconds.

incorporating our brain·Sep 26, 2023·8 min readRead article →
TikTokTikTok

TikTok Market Scope: Your source for actionable audience insights

TikTok Market Scope is a full-funnel analytics tool integrating paid, organic, and branded data to map audience journeys from awareness to conversion. Key updates include dual-funnel views for TikTok Shop and web, upgraded Brand Perception with tentpole planning, and IP-level insights for theatrical brands. Data shows consideration audiences drive 1.8x more store visits, 1.5x higher sales response, and 4.2x higher incremental sales than awareness audiences. Actionable for ad ops: leverage Brand Consideration ads to scale mid-funnel audiences and use audience tags for precision targeting.

TikTok For Business·May 13, 2026·6 min readRead article →

More from Moloco