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How do you conduct a data-driven digital marketing ROI analysis in 2026?

Digital Marketing ROI, Data-Driven Marketing, Marketing Analytics 2026, ROI Calculation SGD, AEO Performance, First-Party Data ROI, Singapore Business Growth

I believe that a data-driven ROI analysis in 2026 must move beyond simple “last-click” attribution to a unified, AI-assisted framework. To accurately measure your return, you must integrate your CRM with first-party data signals and account for “zero-click” visibility in AI search results. A modern analysis evaluates not just immediate revenue, but also Customer Lifetime […]