Fraud detection heuristics, at least, fundamentally have to rely on security through obscurity. If fraudsters know exactly what is detected as fraud, they can avoid detection.
Bitcoin gets around this by having absolutely no fraud prevention, and just saying "lol sucks for you should've been more careful"...