This whitepaper presents a comprehensive framework for implementing effective data discovery and classification in cloud environments. It emphasizes continuous, automated scanning, agentless architectures, and AI-driven classification to eliminate blind spots and improve accuracy, as highlighted on pages 2–4. The guide outlines strategic foundations such as governance roles, classification schemas, and policy alignment, alongside technical practices including in-place scanning, contextual classification, and integration with cloud-native tools. By adopting these best practices, organizations can achieve full visibility into sensitive data, maintain compliance, and enforce consistent protection policies across evolving data ecosystems.

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