Detect the pattern
Spike + scan shape beats lecturing after the fact.
Learn · Cost
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
Spike + scan shape beats lecturing after the fact.
Jobs metadata exists for a reason.
One paragraph playbook > another Slack argument.
dbt models and explores should make the right path easy.
Open workspace, or book a Data Stack Health Audit credited toward Managed.