A tech analyst designed a ledger system that refuses single rows to prevent incomplete accounting records and ensure data integrity across all operations, including reversals and settlements. This approach enforces strict validation rules at the application level to maintain an append-only record of penalty facts, ensuring auditability and preventing future shortcuts from compromising financial accuracy. The design prioritizes robustness over convenience to handle external audits and disputes effectively.
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