Ndere enhanced the onboarding process in the adobe/spacecat-api-service repository by adding support for 'llmo-customer-analysis' audits, enabling richer customer insights during initial setup. Working primarily with JavaScript and backend development, Ndere scoped the changes to the onboarding module, ensuring minimal risk and clear maintainability. The implementation was tracked through a dedicated commit and integrated into the pull request workflow for efficient review and deployment. This feature expanded analytics capabilities for new customers, laying the groundwork for improved onboarding efficiency and potential conversion gains. The work demonstrated focused backend engineering, addressing a targeted business need within a short timeframe.