An incoming CSV uses local date formats inconsistently. A pipeline must reliably interpret the values and report invalid rows. Which approach best fits?

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

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