消费者行为路径日益复杂，广告主面临将每一分广告花费关联到最终效果的压力。为此，AI驱动的测量工具成为关键解决方案。最新更新包括：降低增量测试的花费门槛并改进方法论，使广告主能更轻松地识别各类广告活动中的真正增量价值，从而调整策略，实现更高效的预算分配。
同时，Google Analytics新增跨渠道测量功能，帮助广告主更全面地衡量客户旅程和营销ROI。未来数月，它还将提供包括Google及其他平台曝光量在内的更深层洞察，加强归因分析。
Data Manager作为一站式数据管理平台，帮助广告主收集、存储和激活来自任何来源的第一方数据，并通过机密计算保障隐私。未来计划增加数据质量建议，并推出替代方案Data Manager API，整合多个API以提升效率。这意味着广告主能更清晰地理解用户路径，获取更丰富的洞察，以驱动AI模型并推动增长。
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