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Learn · Security

Metadata-only monitoring

Why rows should never leave the warehouse for reliability.

The problem

Row sampling sounds insightful until security review stalls the deal for six weeks.

The outcome

Monitor with INFORMATION_SCHEMA, job stats, and dbt artifacts — never result rows.

Reads

Metadata + artifacts

Rows

Stay in BQ

Review

Faster

What you get

Define the boundary

Timestamps, counts, job stats — not order lines.

Least-privilege SA

Document roles; revoke anytime.

Artifacts ≠ exports

run_results.json is not SELECT *.

Write it publicly

/security should survive a skeptical reviewer.

Try VectorData, then decide

Open workspace, or book a Data Stack Health Audit credited toward Managed.