Michael Monsivais developed a DeHashed v2 API integration for the blacklanternsecurity/bbot repository, modernizing the data ingestion pipeline by migrating from a GET to a POST request with a JSON body and updating authentication mechanisms. He adapted the integration to handle new JSON response formats and expanded test coverage to include edge cases such as invalid emails, API errors, and result limits. Using Python, he focused on robust API integration, data parsing, and error handling, which improved the reliability and maintainability of security data collection. The work demonstrated depth in testing and resilience to future API changes.