Hi,

I am currently designing a PII governance framework to meet CCPA compliance requirements on Databricks. I understand that Databricks provides mechanisms such as VACUUM and Deletion Vectors combined with REORG … APPLY (PURGE) to permanently remove data. With a well‑designed deletion workflow across the Lakeflow / medallion architecture, end‑to‑end PII deletion can be achieved.

However, I would like to understand whether Databricks offers any native feature, service, or managed capability that can reduce the operational overhead of implementing and maintaining this workflow, and help centrally orchestrate and enforce PII deletions across the entire lakehouse, rather than relying primarily on custom pipelines and control tables.

Thanks in advance and really appreciate your response.