Always follow these clean code practices:

- Write self-documenting code with clear variable and function names
- Keep functions small and focused on a single responsibility
- Use meaningful comments only when the code cannot explain itself
- Follow consistent formatting and indentation
- Avoid deep nesting - extract complex logic into separate functions
- Write tests for critical functionality
- Handle errors gracefully with proper error messages