Amazon CodeGuru is a developer tool that uses machine learning to enhance code quality and identify costly lines of code, providing recommendations across various categories in Java applications. While CodeGuru excels in detecting AWS best practices and supports Java and Python, SonarQube has broader language support and is better for identifying common Java issues and OWASP top 10 vulnerabilities. The document also details the integration and setup of both tools, highlighting their strengths and weaknesses.