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Learn · Cost

Partition filter mistakes

The #1 way exploratory queries burn warehouse budget.

The problem

Analysts learn SQL. Partition pruning is a second language. The warehouse invoices both.

The outcome

Catch unpartitioned scans early and teach the fix as a playbook, not a blame thread.

Smell

Full partition scan

Fix

WHERE on partition col

Tooling

Spike + education

What you get

Detect the pattern

Spike + scan shape beats lecturing after the fact.

Show the query owner

Jobs metadata exists for a reason.

Document the fix

One paragraph playbook > another Slack argument.

Prevent with defaults

dbt models and explores should make the right path easy.

Try VectorData, then decide

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