Design reprocessing approaches to handle corrected mappings, reference data changes, source changes, late adjustments (e.g., financial restatements or prior-period corrections), and data quality remediation. The candidate should be an independent thinker who can evaluate requirements, challenge weak designs, influence stakeholders, and ensure that sound data engineering principles are consistently adopted across the team.