Originally published at https://shai-kr.github.io/data-ninja-ai-lab/blog/2026-05-26-copy-job-cdc-sql-estate-ga.html.

Copy Job CDC with SQL estate is now generally available in Microsoft Fabric Data Factory.

That sounds like a data movement update.

It is more useful than that.

For many BI and data engineering teams, the hard part is not copying data once. The hard part is keeping analytical data aligned with operational systems after the business changes.