The GIAC Python Coder (GPYC) certification validates a practitioner's understanding of core programming concepts, and the ability to write and analyze working code using the Python programming language. GPYC certification holders have demonstrated knowledge of common python libraries, creating custom tools, collecting information about a system or network, interacting with websites and databases, and automating testing.