Are there scenarios where circumstantial evidence might be preferred or more reliable than direct evidence?

Circumstantial physical evidence is often perceived as less definitive than direct physical evidence. Are there scenarios where circumstantial evidence might be preferred or more reliable than direct evidence? Provide an example of a real or hypothetical case to illustrate how circumstantial evidence can play a pivotal role in establishing a strong argument.