When should I think about using a feature flag system?

ive been seeing feature flags pop up more and more in discussions about CI/CD and decoupling deployments from releases. it seems like a good way to manage risk and get faster feedback, especially for larger teams or complex features. but is it always worth the overhead? when does the complexity of managing flags outweigh the benefits of being able to toggle features on/off