Circumstantial evidence refers to indirect evidence that implies a fact or event without directly proving it, often requiring inference or reasoning to connect it to the conclusion. It is commonly used in legal cases where direct evidence is unavailable, and its strength depends on the accumulation and coherence of multiple circumstantial pieces to establish a credible narrative.