GIAC Python Coder (GPYC) : GPYC

GPYC real exams

Exam Code: GPYC

Exam Name: GIAC Python Coder (GPYC)

Updated: Sep 19, 2026

Q & A: 75 Questions and Answers

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Reference: https://www.giac.org/certification/python-coder-gpyc

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GIAC GPYC Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Analysis & Processing20%- Regular Expressions
  • 1. Log/text data extraction
    • 2. Pattern matching
      • 3. Named capture groups
        - Log & File Analysis
        • 1. Common file formats
          • 2. Structured data preparation
            • 3. AI-assisted data workflows
              - Data Structures & Manipulation
              • 1. JSON and structured data
                • 2. Lists, dictionaries, sets, tuples
                  • 3. Binary parsing
                    Topic 2: Security & Advanced Applications20%- Executable Creation
                    • 1. Convert Python to standalone executables
                      • 2. Security considerations
                        - AI & Automation
                        • 1. LLM API integration
                          • 2. Tool automation
                            • 3. Code validation and security
                              Topic 3: Network & Packet Analysis20%- Packet Analysis with Scapy
                              • 1. Security-focused packet inspection
                                • 2. Create/read/modify traffic captures
                                  • 3. Protocol analysis
                                    - Network Programming
                                    • 1. TCP/UDP socket communication
                                      • 2. Network interface handling
                                        Topic 4: Web & Database Interaction20%- Database Operations
                                        • 1. Query execution
                                          • 2. Database connectivity
                                            • 3. Secure data handling
                                              - Website Interaction
                                              • 1. Cookies and session handling
                                                • 2. HTTP requests and responses
                                                  • 3. API integration
                                                    Topic 5: Python Language Essentials20%- Control Structures & Iteration
                                                    • 1. Exception handling
                                                      • 2. Conditionals and loops
                                                        • 3. Error management
                                                          - Python Basics
                                                          • 1. Input/output handling
                                                            • 2. Strings, bytes, Unicode handling
                                                              • 3. Data types and structures
                                                                • 4. Program creation, execution and debugging
                                                                  - Functions, Classes & OOP
                                                                  • 1. Function definition and parameters
                                                                    • 2. Object-oriented programming
                                                                      • 3. Type hints and docstrings

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