As schemas evolve, keeping sensitive data correctly labeled gets harder. At Databricks, LogSentinel uses LLMs on Databricks to classify columns, apply hierarchical and residency-aware labels, and continuously detect drift, creating tickets for violations. On 2,258 samples, it

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