Different systems represent missing customer values as blanks, NULL, and a literal unknown marker. Reports must apply one documented meaning. Which approach best fits?

1. Parse dates using explicit expected formats and quarantine invalid records.
2. Deduplicate using the stable identifier with a defined retention or state strategy.
3. Use safe conversion and route failed conversions for review.
4. Normalize missing-value representations using explicit data-quality rules.