测量对营销人员的意义从未如此重要,也从未如此难以做对。归因分析依然是广告效果衡量的核心组成部分,它帮助广告主理解谁完成了转化、预算在哪些环节真正发挥作用,并为 AI 驱动的优化提供持续迭代所依赖的实时信号。但随着品牌把预算铺向移动应用、CTV 乃至更多渠道,仅靠归因已不足以回答关键问题——因此许多广告主在归因之上叠加独立的增量测量方案,以厘清广告的因果影响:这个渠道是在驱动新的增长,还是只是收割了本来就已发生的转化?
Moloco 与 Haus 的合作正是为了让这个答案更容易获得。通过该合作,Moloco 将为更多投放移动应用与效果型 CTV 广告的品牌,扩大独立第三方增量测量与决策能力的获取渠道。具体而言,品牌可以在 Moloco 的投放中开展基于地理区域的增量实验(geo-based incrementality study),由 Haus 独立进行测量。在这类实验中,Moloco 广告在测试市场投放,同时保留可比性的对照市场作为空白组,两组之间的结果差值即揭示了真实的增量提升(incremental lift)——那些在没有 Moloco 的情况下不会发生的转化或收入。广告主由此可以拿到一份经独立验证的读数,确认 Moloco 究竟带来了多少实际增长。
在测量理念上,Moloco 表示其产品设计目标是为广告主带来真实且可盈利的成果,并认为测量应当是透明的,且与每一位广告主最看重的目标保持一致,与 Haus 的合作正是这一承诺的体现。Moloco 美洲区总经理 Beth Berger 指出,Performance CTV 当前是品牌最重要的增长渠道之一,测量必须跟上这一投入节奏;Moloco 在 CTV 业务上已取得强劲成果,正如多年来在移动端的表现一样,他们希望品牌能借助契合自身经营方式的测量方案自行验证这一点,而这正是此次与 Haus 合作所交付的价值。
从合作方视角看,Haus 方面强调,愿意引入独立测量的平台,往往是对自身交付价值有信心的平台,而 Moloco 正在主动拥抱这一点。Haus 合作业务副总裁 Jinesh Ramani 表示,很高兴能与 Moloco 携手,让更多移动与 CTV 广告主能够使用 Haus 严谨的测量与决策系统。
在接入方式上,现有的 Moloco 合作伙伴可直接联系对接的 Moloco 代表,进一步了解与 Haus 开展的增量测试;而希望开始使用 Moloco 的广告主,则可通过官方渠道联系其团队获取支持。
值得关注的是,这次合作把地理对照增量实验从品牌广告的常规动作,搬到了移动应用与效果型 CTV 这类偏效果导向的投放场景。背景在于隐私新政后归因链路持续收窄,SKAN 与建模转化让平台自报数据的可信度被反复质疑,MMP 的归因读数也越来越难直接等同于真实增量。竞争视角上,大型平台倾向把增量工具收进自有体系,第三方难以介入;Moloco 主动开放测量接口,实质是把「可被验证」当作差异化卖点。
对 UA 与广告运营团队而言,评估口径将从 ROAS、CPI 转向需要预留对照市场、更长测试窗口的增量读数,媒介规划的颗粒度与耐心都要相应调整。
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.
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.
Moloco's new Agency Partner Program helps agencies drive profitable performance via Moloco Ads, with education, dedicated support, and collaboration across mobile in-app and CTV. For ad ops decision-makers, the key insight is the ability to break beyond walled gardens and leverage machine learning to unlock incremental growth. Founding partners across global regions gain access to new inventory, optimization expertise, and closer product integration. This enables measurable, scalable results, as evidenced by partners citing D30 ROAS lifts and high-value user acquisition. Ad ops teams should evaluate the program as a strategic lever to differentiate their offerings and diversify media channels.
Omnichannel analytics unifies customer behavior and campaign performance across mobile, web, CTV, and AI search into one identity, one attribution model, and one ROAS number. The core problem: a single customer seen on three surfaces becomes three users, inflating performance and corrupting attribution, LTV, and retention. Stitching channel reports into one dashboard is not unification—each channel keeps its own attribution logic, so conversions get double-counted and upper-funnel spend looks unproductive. For ad ops leaders, the takeaway is that identity resolution (deterministic plus probabilistic, privacy-safe) must happen at the data layer before any dashboard exists. Platform choice hinges on surface coverage, identity resolution, compliance, incrementality testing, and migration support.
This TikTok for Business landing page promotes a limited-period new-advertiser incentive program offering up to USD 6,000 in matched ad credits. Three self-serve tiers are presented: 50% off first 30-day spend (up to $200), dollar-for-dollar match up to $500, and match up to $6,000. A separate headline offer advertises Spend $100/Get $100, Spend $500/Get $500, and Spend $1,500/Get $1,500 plus 1-to-1 expert onboarding support. Registration requires email or phone sign-up with 2-step verification. Eligibility is restricted to new SMB self-serve accounts, excluding agency, Business Center, and TikTok Shop accounts; credits post within 7 days of hitting the highest threshold or after the 30-day window.
Incrementality testing complements attribution by quantifying the causal impact of marketing spend. For ad ops decision-makers, key insights: match the metric to the business decision—installs for acquisition, revenue for ROAS. Interpret results by checking incremental effect, statistical significance, and organic cannibalization. Use these to guide budget: increase spend when incrementality is significant and exceeds targets; maintain when stable; reduce or reallocate when lift is low or cannibalization occurs. Never mix metrics from different test types.
Moloco has unveiled a next-generation brand built around a three-circle "lens" mark, replacing an identity that no longer matched its scale. The strategic signal for ad ops leaders: the company now claims daily reach of over two billion people across more than 2.9 million independent apps, spanning mobile apps, connected TV, retail, and marketplaces. The lens is a deliberate metaphor for CARA (Compound Ad Recommendation Architecture), which narrows scattered user, publisher, advertiser, and creative signals into a single bid decision. The takeaway is positioning, not product: Moloco is staking its identity on open-internet performance, transparency over the "black box" framing, and a design system built to scale across research, data visualization, product UI, and seven languages.
Snapchat Unified Attribution is now officially available to Adjust customers, marking a shift from platform-only reporting to real-time optimization driven by MMP conversion signals. This capability minimizes discrepancies between Snapchat's reported metrics and cross-channel MMP data, letting ad operations teams act on trusted, unified data for budget allocation and campaign delivery. Advertisers can now optimize for real-time MMP signals, scale spending with greater confidence, and evaluate Snapchat's contribution to business outcomes within the same measurement framework as other channels. To maximize benefit, ad ops decision-makers should verify their Adjust event mapping and conversion event reporting are accurate, ensuring Snapchat's optimization aligns with existing measurement standards.
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