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databricks Platform · Updated May 19, 2026

Customer-managed keys now support MLflow managed evaluation features

You can now use the following MLflow managed evaluation features in workspaces encrypted with customer managed keys (CMK): Production monitoring of GenAI apps with MLflow 3 scorers.

What it does

You can now use the following MLflow managed evaluation features in workspaces encrypted with customer managed keys (CMK): Production monitoring of GenAI apps with MLflow 3 scorers. The Review App for collecting expert feedback on traces. The catalog that stores the dataset must not itself be CMK encrypted.

Why it matters

To systematically test and improve a GenAI application, you use an evaluation dataset.

Recommended use cases
contact your Databricks representative.
Architecture
Databricks Platform → Platform
In short

You can now use the following MLflow managed evaluation features in workspaces encrypted with customer managed keys (CMK): Production monitoring of GenAI apps with MLflow 3 scorers. The Review App for collecting expert feedback on traces.

Read the full documentation ↗
Key takeaway
You can now use the following MLflow managed evaluation features in workspaces encrypted with customer managed keys (CMK): Production monitoring of GenAI apps with MLflow 3 scorers.
2026-05-19-customer-managed-keys-now-support-mlflow-managed-evaluation-features Generated by the Databricks Updates Agent · browse all updates