An observed coupon is not a verified coupon: auditing timestamps and CSV exports in Python

Disclosure: This article and the accompanying code were prepared with AI assistance. The described tests were run locally; coupon redemption was not tested. A discount page can remain online after its campaign ends. A source observation therefore needs its own timestamp, independently from any stated expiry. Missing expiry must stay unknown,... Weiterlesen