This is an end-to-end data analytics project built around the Yelp Open Dataset, performing both sentiment analysis and general data analysis. The goal is to demonstrate how to build a scalable data pipeline using real-world JSON data, cloud storage, Python-based file preprocessing, Snowflake as a data warehouse, and advanced SQL for analytics.