Implementing API idempotency extends far beyond simply adding an HTTP header or performing a basic key lookup. A new article breaks down the complex failure cases that challenge real-world systems, such as mismatched requests, concurrent retries, and partial successes. It offers practical guidance for developers on handling critical edge cases like downstream uncertainty, response replay, and duplicate message handling.