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For decades, CRM served as the enterprise system of record. But in the age of AI, real-time customer intelligence, and cloud-native platforms, that role is shifting to the data cloud. This article explores why organizations are rethinking customer data architecture, how platforms like Snowflake and Databricks are becoming the new center of gravity, and why real-time data and identity remain essential to delivering exceptional customer experiences.

The MarTech Stack was built for a world where humans operated software manually. But AI agents don’t navigate dashboards, workflows, and software categories the way people do — they orchestrate systems. As AI collapses the boundaries between Martech, AdTech, data infrastructure, and workflow automation, the industry is shifting away from disconnected stacks of tools and toward integrated Marketing Operating Systems built around context, orchestration, identity, and intelligen