Worked on the MQSMaster repository to enhance article ingestion by implementing multi-source web scraping with deduplication, improving both the reliability and quality of collected content. Leveraged Python, Pandas, and Selenium to introduce a reusable scraping template, enabling future expansion to additional sources. Refactored the codebase to standardize date handling and streamline data processing, which increased maintainability and performance. The updates laid the foundation for broader API integration and scalable ingestion workflows, aligning with business goals for higher-quality content and faster refresh cycles. No major bugs were reported during this period, reflecting a focus on robust, forward-looking engineering solutions.