This badge earner demonstrates foundational Python skills by implementing different approaches to collect and work with data. They are able to extract data from multiple data sources employing techniques such as APIs and webscraping, transform the data sets in different formats it into specific formats, log the ETL process, and ready the data for loading into a data respoitory for analysis. The earner has applied these skills using a hands-on project.

• Type Validation
• Level Intermediate
• Time Hours
• Cost Paid