cyber-security

To audit codebases for security vulnerabilities and technical debt, apply structured security audits and code reviews to identify injection flaws, authentication weaknesses, and debt hotspots, categorizing results by vulnerability type to drive targeted remediation.

A code review identifies N+1 queries and performance issues by assessing code correctness, security, and error handling, raising actionable findings that categorize performance bottlenecks alongside vulnerability types for structured remediation.

Yes, you can use Playwright and pytest for web app testing and debugging. Apply structured debugging workflows and web app testing patterns with Playwright, using pytest coverage to validate applied fixes and performance improvements.

The best way to define a test strategy for fixing security flaws is to identify and prioritize technical debt, define concrete test strategies using pytest coverage, and enforce structured findings to validate remediation across web apps and APIs.

Yes, this security audit approach works for both web apps and APIs. It identifies injection flaws, authentication and authorization weaknesses, secrets exposure, and insecure configurations across applications to improve security and reliability.