How can integrating a static analysis tool into a continuous integration pipeline help enforce consistent code quality across an entire team, and what are common strategies for managing false positives?

Running static analysis automatically as part of a continuous integration pipeline ensures that every single pull request is checked consistently before it can be merged, preventing new type related bugs or risky patterns from ever reaching the main codebase regardless of which individual developer wrote the code, and since static analysis tools occasionally produce false positives, meaning they flag something as a potential issue that is actually perfectly safe in context, teams typically manage this by using targeted inline suppression comments for specific, well understood exceptions rather than disabling entire categories of checks globally.

/** @psalm-suppress PossiblyNullArgument */
$result = processValue($maybeNullValue);