During November 2024, Harby Ahmed developed a capacity statistics API integration for the threefoldtech/tfgrid-sdk-ts repository, enabling the retrieval of external capacity metrics to support data-driven decision-making. He implemented this feature using Python, focusing on robust API integration and frontend testing with Selenium. To ensure reliability, he modernized and stabilized tests for the homepage, transfer, and proxy components, and improved XPath locators in dashboard tests for more accurate element selection. Additionally, Harby refined transfer validation messages, enhancing user feedback during the new workflow. His work provided smoother integrations and more reliable UI flows, though no critical bugs were addressed.