Sensor Tower uses Ruby for its tech stack, and three team members share why. Software engineers Stefan and Jamal highlight Ruby's gems, metaprogramming, and interpreted nature for rapid prototyping and less code. Data Scientist Daniel notes Ruby's strengths in data cleaning and transformation, which is 80% of his work.
Although Ruby is slower and memory-intensive, Sensor Tower's product doesn't need high performance. The language's readability and DRY philosophy make it a great fit for their analytics platform. For early-career tech professionals, learning about a company's tech stack is crucial, and Ruby at Sensor Tower offers valuable insights.
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.
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.
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.
Analysis of 2022 World Cup mobile data reveals that the tournament's largest engagement window occurs early, with sports entertainment installs spiking 189% and sports news 204% on November 22. Engagement revolves around national team matches, with significant spikes from non-participating markets like China (+1,294% sports entertainment installs). For 2026, brands must adapt in real-time to shifting attention across matches and regions. Adjust's AI-powered attribution and analytics provide the visibility needed to capitalize on these global events.
At MAU 2026, the industry agreed that attention, not production, is the bottleneck. Cross-platform web-to-app attribution is now achievable with AppsFlyer's mobile-grade measurement extending to web, giving ad ops a unified view. AI is in production, with Square's team shipping six live workflows. Web-to-app is the most efficient top-of-funnel for app businesses, and retention overtakes acquisition. Ad ops must prioritize clean signal layers and incrementality testing over single-metric attribution.
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.
Adjust MCP server connects Adjust data to external AI tools, allowing teams to query performance data within existing workflows without manual transfers.
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.
In Q1 2026, Kroger led grocery RMNs with 2.4B impressions, over 2.5x more than Albertsons. Meijer and Publix grew fastes...
Home and lifestyle retailers like Wayfair, Kohl's, and Macy's use different digital strategies. Wayfair leads in web tra...
IPL 2026 drove significant cross-platform engagement for JioHotstar, with downloads up 25% PoP, DAU up 41%, and sessions...
Ad monetization is a critical yet often overlooked revenue stream for mobile apps. Sensor Tower's new reports provide gr...
The Q1 2026 Digital Index reveals headwinds in the US mobile market, with IAP revenue declining for two straight quarter...
Sensor Tower's Web Insights now covers 4M websites and 12M paths across 56 countries. Three new reports help marketers t...