Coding conventions are guidelines for programming style and best practices. They cover areas like file organization, indentation, comments, naming conventions, and architectural patterns. Following conventions improves code readability, maintainability, and quality. The Apache CloudStack conventions document provides examples for naming variables and methods, formatting files and whitespace, structuring statements, writing comments, and naming patterns like DTOs, VOsand utility classes. Consistent conventions are important for code maintenance and understanding.