topic Re: GDPR/CCPA Compliance Delete for PII data in Data Governance

GDPR/CCPA Compliance Delete for PII data

abhijit007 — Thu, 26 Mar 2026 01:43:54 GMT

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.

Re: GDPR/CCPA Compliance Delete for PII data

Sumit_7 — Thu, 26 Mar 2026 08:20:43 GMT

Hi @abhijit007,

No, Databricks still does NOT provide a native, centralized PII deletion orchestration service across the lakehouse. Though as you mentioned right, it's achievable through custom pipelines and control tables.
Check this - Prepare your data for GDPR compliance | Databricks on AWS

Thanks.

Re: GDPR/CCPA Compliance Delete for PII data

aleksandra_ch — Thu, 26 Mar 2026 09:13:14 GMT

Hi @abhijit007 ,

A new Data Classification feature (currently in Public Preview), allows to automatically classify and tag sensitive data in your catalog. It goes through few steps:

AI-driven engine scans Unity Catalog tables and detects PII data and assigns classification tags;
Results of classification are stored in a system table system.data_classification.results;
You can leverage ABAC policies using those tags to mask/filter PII;
Leverage the system table to automatically remove GDPR data.

Check for more details:

Best regards,

Re: GDPR/CCPA Compliance Delete for PII data

abhijit007 — Fri, 27 Mar 2026 08:03:52 GMT

Hi @Sumit_7 ,

Thanks for the details. It's helpful.

Re: GDPR/CCPA Compliance Delete for PII data

abhijit007 — Fri, 27 Mar 2026 08:05:33 GMT

Hi @aleksandra_ch ,

Thanks .. The notebook reference is helpful.