How it typically works?
- Code ingestion: the SAST tool scans source code, intermediate code, or binaries.
- Parsing and modeling: it creates an internal representation of the code, mapping data flows, control structures, and dependencies.
- Pattern analysis: the tool looks for known insecure coding patterns, such as unsanitized input being passed into database queries.
- Data flow analysis: more advanced tools trace how data moves through the application to detect flaws that span multiple functions.
- Reporting: results are presented with vulnerability details, severity levels, and remediation advice.
SAST can be integrated into CI/CD pipelines, providing developers with immediate feedback during builds. This helps teams remediate issues before they ever reach production, improving both security and development efficiency.
Common techniques
- Pattern matching: checks code against libraries of known insecure coding practices.
- Data flow analysis: traces how input data propagates through an application.
- Control flow analysis: evaluates program logic to detect unreachable or insecure code.
- Semantic analysis: examines meaning and relationships in the code to catch logic flaws.
- IDE integration: SAST tools often integrate directly into developer environments for real-time feedback.
- Cloud-based SAST: enables scalable scanning of large codebases in modern pipelines.
Impact
SAST reduces the cost of remediation by finding vulnerabilities during development, where they are cheaper to fix. It also ensures compliance with security standards such as OWASP Top 10, PCI DSS, and ISO 27034.
However, SAST tools are prone to false positives and may struggle with very large or complex codebases. To be effective, results must be triaged and prioritized. For SecOps, SAST is one part of a broader AppSec strategy that should also include dynamic and runtime testing.
Further reading
- OWASP: Static Application Security Testing. Read more
- NIST: Software Security Testing. Read more
- Veracode: What is SAST? Read more
- Checkmarx: SAST overview. Read more
- Synopsys: SAST explained. Read more