To extract the content of PDF files stored in Snowflake stages, the Java User-Defined Function (UDF) is utilized. UDFs allow for custom processing logic, such as parsing and extracting data from complex file formats like PDFs, enabling users to perform operations that are not natively supported by Snowflake's built-in functions.