Free practice · multiple-choice · easy
Practice
Choose safe cleaning principles
Which practices belong in a defensible cleaning workflow?
Confirmed duplicate · cleaning reconciliation
A controlled removal changes rows and revenue predictably
Row control
Raw4 rows
Clean3 rows
Revenue control
Raw$335
Clean$235
The $100 difference equals the one confirmed extraction duplicate; the raw layer and cleaning log remain preserved.