Snyk Code analyzes source code for vulnerabilities and provides actionable remediation guidance. It integrates with popular programming languages, IDEs, and CI/CD tools, offering real-time scanning and issue prioritization based on factors like severity, prevalence, and risk. The tool generates an event graph to understand code relationships and applies rules to detect vulnerabilities, supported by machine learning and a knowledge base informed by open-source intelligence. It features issue filtering, data flow visualization, and fix analysis, with options to ignore specific issues or exclude files from scans, empowering developers to address security issues early in the development process without disrupting workflows.