when should you adopt a feature flag system?

i've been seeing more teams use feature flags lately, for rolling out new features, A/B testing, and even kill switches. it seems like a powerful tool for managing deployments and testing in production. what are your experiences. when in a project's life or a team's maturity does it make sense to introduce a feature flag system. are there any common pitfalls to watch out for