This project focused on architecting a high-volume data ingestion pipeline specifically for the X (formerly Twitter) platform. By interfacing with the X API and implementing advanced extraction techniques, I automated the retrieval of real-time social streams. The workflow involved parsing nested JSON objects to extract key metrics and structuring this unstructured ‘Big Data’ into a clean, tabular format optimized for sentiment analysis.