Sometimes the construction and materials used in the detonator can provide insight as to who is behind the bombing, as can the explosives used. TATP is a jihadi favorite (AKA: "Mother of Satan"), but it tends to degrade over time, and older stock might not go off at all.
Old chemistry prof. called it *witch's brew*, very unstable.