Unity 2025年返校季调查揭示移动端成为家长购物的核心路径。68%的家长使用移动应用进行返校购物,其中48%专门为此下载新应用(爸爸55% vs 妈妈44%),46%直接在应用内完成交易。家长日均手机使用时长惊人:35%超过5小时,33%为3-4小时。奖励式广告接受度高达58%,优惠券(32%)和限时优惠(14%)是主要决策驱动因素。建议品牌优先投放应用内广告,结合限时紧迫感的奖励式视频或可玩广告素材,精准触达高意向用户。
投放时机方面,调查显示家长倾向提前规划:21%在6月前启动购物(爸爸29% vs 妈妈16%),7月达到峰值(29.6%),仍有24.8%拖到8月。建议在Q2中后期启动品牌认知投放,覆盖早期研究阶段的家长,并通过动态创意或频次控制实现增量提效。理解用户的时间线有助于优化出价策略和素材轮换节奏。
消费力量主要由妈妈主导——86%为家庭主要采购者,63%表示广告显著影响购买决策。42%的家长计划仅服装类花费超150美元,20%在100-150美元之间。投放策略应重点覆盖妈妈群体,尤其是移动游戏用户(女性玩家占比73% vs 男性65%),结合互动式广告或激励视频提升LTV与ROAS。
购物偏好差异显著:课堂用品(33%)、服装(24%)、美术用品(9%)、电子产品(8%)为热门品类。渠道方面,沃尔玛(39%)、亚马逊(17%)、Target(12%)位列前三,但爸爸更倾向办公室用品店(Staples 12% vs 6%)和电子产品店(Best Buy 10% vs 3%),妈妈则更集中沃尔玛(46% vs 28%)。建议依据用户画像细分创意素材和投放的媒体列表,通过UA(用户获取)和再营销组合提升整体ROI。
LLMs like ChatGPT and Gemini are reshaping mobile app discovery, with traditional search volume expected to decline 25% by 2026. These AI platforms act as answer engines, delivering direct app recommendations to users. For ad ops, this shift requires optimizing for LLM visibility through structured content and reputation management. While native ad formats are in early testing on platforms like Perplexity and Gemini, early adoption can secure high-intent placements. Marketers should track AI-driven traffic and align discovery strategies across ASO, SEO, and LLMs to stay competitive in an AI-first environment.
AI personalization is now essential for mobile marketing, with 71% of consumers expecting tailored experiences. This article outlines how AI enhances audience intelligence, creative personalization via DCO and GenAI, engagement timing, and measurement. Marketers should start small with focused A/B tests, prioritize user value, and collaborate across UA, CRM, and product. Key challenges include privacy, overpersonalization, and model bias. Adjust's Growth Copilot offers AI-driven analytics to streamline decision-making.
Apple's WWDC25 announced significant AdAttributionKit updates, including support for multiple overlapping re-engagement conversions with conversion tags, customizable attribution windows per ad network, configurable cooldown periods to avoid misattribution, and new geography data (country codes) in postbacks for high-volume campaigns. Testing capabilities are enhanced via developer mode. These changes give advertisers more control over attribution rules and insights, improving campaign optimization and measurement accuracy across iOS 26 and beyond.
Mobile marketing automation is critical for scaling ROAS by enabling real-time, data-driven campaign optimization. Key strategies include setting automation rules for bid/budget adjustments based on performance thresholds, implementing anomaly detection to prevent wasted spend, and using smart alerts for timely budget reallocation. A case study from Melsoft Games shows that automation allowed testing hundreds more creatives without extra time or cost. For ad ops leaders, the takeaway is that automation reduces manual bottlenecks, improves reaction speed, and directly boosts ROAS when integrated with attribution and analytics tools.
User testing reveals the gap between designer intent and user experience, uncovering silent churn causes like unclear onboarding or passive ad chains. Analytics show what happens; user testing explains why. Small tests (5-8 participants) can identify friction points, and improving retention by 10% can significantly boost revenue without changing monetization. For ad ops, this means better user engagement reduces wasted ad spend and increases lifetime value.
ATT opt-in rates continue to rise gradually, reaching 35% globally in Q2 2025, up from 34.5% in 2024. Education apps saw the biggest improvement, from 7% to 14%. Gaming remains top-performing, with sports (50%), hyper casual (43%), and action (40%) leading. Country-wise, Brazil (50%), UAE (49%), and Turkey (42%) are highest. Investing in prompt UX is a strategic lever to increase addressable iOS audiences.
Data collaboration platforms (DCPs) help mobile marketers unify first-party data for secure, privacy-compliant collaboration. They enable audience targeting, campaign optimization, and operational efficiency without exposing raw user data. Unlike data clean rooms, DCPs emphasize activation and integration with downstream systems. For ad ops decision-makers, DCPs offer a scalable way to navigate post-ID privacy regulations while maximizing data value.
E-commerce app installs fell 14% but sessions rose 2% in 2025, showing a shift toward engagement. The new Adjust report highlights AI, personalization, and web-to-app flows as key growth drivers, with LATAM and APAC leading install growth.
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