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巴西资讯巴西科技平台2026年9月25日

巴西个性化广告购买转化达62%,中资零售与平台需在精准投放与数据授权间找平衡

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How Brazilians respond to personalized advertising

Data-Makers研究显示,62%巴西消费者会因个性化广告购买,但51%认为其具侵扰性;Spotify巴西月活达6350万、GPA定向广告年增超30%,在巴中资零售、电商与广告技术企业面临数据合规与信任建设双重考验。

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62%购买转化与51%侵扰感并存,GPA定向广告年增超30%,在巴中资零售与电商需关注LGPD授权机制对投放效率的约束。

巴西消费者对个性化广告的态度呈现明显分裂。研究公司Data-Makers应Valor请求进行的研究显示,62%的受访者在收到个性化广告后总是、经常或有时会进行购买,但51%的人认为此类广告具有侵扰性。消费者表示,如果知道使用了哪些数据并能授权或拒绝使用,会感到更舒适。这一矛盾对在巴西经营零售、电商、广告技术和平台业务的中资企业构成直接挑战:精准投放能拉动销售,但数据使用透明度不足可能反噬品牌信任。

Data-Makers CEO Fabrício Fudissaku指出,挑战在于让个性化感觉像是长期关系的一部分,而非仅仅推动购买的手段。各行业公司正扩大数据使用以更精准地触达受众。程序化媒体公司Adsplay联合创始人Bruno Campos de Oliveira表示,公司整合的信号越多,越能识别特定兴趣并建立目标受众,人工智能进一步扩展了这种能力。Spotify利用受众行为数据向广告商提供定向选项,在巴西拥有6350万月活跃用户,同比增长14%。零售商GPA(Pão de Açúcar所有者)拥有超过2700万注册客户数据库,利用购买信息定向广告,该业务年增长超30%,并融入AI优化活动。GPA营销与商业智能总监Andrea Pinto举例称,喜力在该零售商网站上的活动实现了12倍投资回报。VTEX Ads Platform部门CEO João Werner表示,品牌日益将零售商视为媒体渠道。电信运营商的数据(包括地理位置)经匿名化后可扩展定向可能性。Siprocal拉美销售与广告副总裁Paulo Fernandes指出,目标受众越具体,触达群体越小,但可减少浪费的展示次数。Serasa Experian营销解决方案总监Isabela Torres表示,超个性化结合消费者兴趣与购买能力,涉及400多个变量,可降低活动成本,某公司使用该模型将媒体成本降低了25%。

底稿未涉及中资企业直接影响,但通过零售媒体、程序化广告和数据合规机制间接传导。在巴中资零售企业若自建会员数据库并开展定向营销,需关注巴西《通用数据保护法》(LGPD)下国家数据保护局(ANPD)对数据授权与拒绝权的执法口径;中资电商平台和广告技术公司若使用电信运营商匿名化地理位置数据或信用数据,需评估与巴西数据经纪商合作的合规边界。对出口型中资企业而言,若通过GPA、VTEX等本地零售媒体渠道投放广告,其投放成本与转化效率将直接受零售商数据整合能力影响。资金环节上,广告投放预算的ROI核算需纳入数据合规成本。

CBI认为,底稿显示巴西个性化广告市场正从“媒体公司主导”转向“零售商与电信运营商共同参与”,数据来源多元化推高定向精度,但也放大消费者对侵扰感的敏感度。CBI观察,62%购买转化率与51%侵扰感并存,意味着单纯提高投放频次或数据维度可能触及信任红线;Fudissaku提出的“长期关系”框架与LGPD的授权/拒绝机制方向一致。横向对比,Serasa Experian将媒体成本降低25%的案例表明,超个性化在合规前提下可优化效率,但该案例未披露数据授权流程细节,中资企业不宜直接套用。

待观察:第一,ANPD是否在2025年内发布针对零售媒体和程序化广告的数据授权细则;第二,GPA、Spotify等平台是否公开广告业务中消费者授权率或拒绝率数据;第三,VTEX Ads Platform等零售媒体服务商是否针对中资客户推出LGPD合规工具包。

CBI 观察编辑判断

底稿显示巴西个性化广告购买转化率达62%,但51%消费者认为侵扰。CBI认为,中资企业在巴投放需将LGPD授权与拒绝机制嵌入数据流程,而非仅追求定向精度;零售商媒体化趋势下,与GPA、VTEX等渠道合作的中资品牌应要求数据来源透明化。

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信息概要

类型
市场数据
方向
巴西
分类
科技平台
层级
编辑整理
地点
在巴中资零售企业、电商平台、广告技术公司、出口型中资企业
核验
待核验
对象
在巴中资零售企业在巴中资电商与平台企业在巴中资广告技术与营销服务商
话题
科技行业趋势企业动态

来源信息

来源
Valor International
原文标题
How Brazilians respond to personalized advertising
原始语言
英语
原文链接
查看原文 →
编辑
Clara Lin
查看原文(英语)

How Brazilians respond to personalized advertising

After searching for a product online or walking past a physical store, consumers often receive an offer from that business—or for the same item—on their phone. This is personalized advertising, a strategy that uses behavioral, location, and purchasing data to deliver messages more closely aligned with each person’s interests. Although the format can help drive sales, it also makes many consumers uncomfortable. A study by research firm Data-Makers, at Valor’s request, found that 62% of respondents say they always, often, or sometimes make a purchase after receiving a personalized ad. At the same time, 51% consider such ads intrusive. Consumers would feel more comfortable if they knew which data was being used and could authorize or refuse their use. Data-Makers CEO Fabrício Fudissaku said the challenge is to make personalization feel like part of a long-term relationship, rather than merely a way to drive a purchase. “Building a relationship of trust with consumers is a competitive advantage for brands.” Companies across industries are therefore expanding their use of data to make communications more targeted. According to Bruno Campos de Oliveira, cofounder of programmatic media company Adsplay, the more signals companies combine, the better they can identify specific interests and build targeted audiences. More recently, artificial intelligence has expanded that capability by allowing companies to find potential customers who would not otherwise be obvious prospects. Spotify is among the companies that use audience behavior data to offer targeting options to advertisers. Beyond demographic criteria, campaigns can consider context, listening behavior, purchase intent, and affinity with artists. In Brazil, the platform has 63.5 million monthly active users, up 14% from 2025. To get more data and build closer relationships with consumers, retailers have also moved into a space previously dominated by media companies. GPA, the owner of Pão de Açúcar, says it has a database of more than 27 million registered customers and uses purchasing information to target campaigns. This operation, which has grown by more than 30% a year, also incorporates AI to optimize campaigns, adapt creative assets, and speed up production for different formats and target audiences. “We select the ad inventory, build the media plan, and track the results. It is not just a matter of launching the campaign,” said Andrea Pinto, GPA’s marketing and business intelligence director. One example was a Heineken campaign on the retailer’s website that generated a return on investment of 12—or R$12 in sales for every R$1 invested. “Brands increasingly see retailers as media channels because of their audiences,” said João Werner, CEO of the VTEX Ads Platform division, whose clients include Casas Bahia, Drogaria São Paulo, Pague Menos, and Sephora. The strategy creates an opportunity for retailers themselves, which invest in bringing consumers to their websites and stores but cannot always monetize that traffic. According to Werner, the average conversion rate is about 2% to 3% on a good day. Retail media therefore offers a way to generate revenue from the audience. In addition to purchasing and browsing data, information from telecommunications carriers expands targeting possibilities, including through geolocation. Once anonymized, the data can be cross-referenced with other information to identify groups with shared characteristics and target them directly. According to Paulo Fernandes, Siprocal’s vice president of sales and advertising for Latin America, the more specific the intended audience, the smaller the group reached tends to be—and the greater the need for technology to process the available signals. In return, this approach can reduce wasted impressions, meaning the number of times an ad is displayed. “We are delivering the message to the right people. One of the main benefits is avoiding wasted impressions.” Purchasing histories from different stores and credit data can also be used anonymously to identify audiences more likely to make a purchase. According to Serasa Experian Marketing Solutions Director Isabela Torres, hyperpersonalization combines consumers’ interests with their ability and propensity to buy, while also considering their relationship with a particular product category or brand. At Serasa Experian, this work involves more than 400 variables and can reduce campaign costs. Torres cited the example of one company that lowered its media costs by 25% using the model. Translation: Todd Harkin

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