One of the worst Supreme Court decisions of recent years was Caballes v. Illinois, where Justice Stevens wrote for the majority that merely having a dog accuse you was enough to justify a 4th Amendment search with no other suspicion needed. He wrote:

A dog sniff conducted during a concededly lawful traffic stop that reveals […]