In conclusion, this project successfully employed data scraping and analysis techniques to extract and analyze data from various e-commerce sites. The insights gained through this process provided valuable information on product pricing, inventory levels, and competitor offerings. The utilization of tools such as Python, SSMS, Google Cloud Platform, Google Cloud Functions, and React showcased a comprehensive skill set encompassing ETL, web scraping, full-stack engineering, and front-end development.