Big tip that changed my writing, "Everyone has a secret. They all have somewhere they won't cooperate." Basically, if your murderer is the only dodgy character, the mystery is too easy to solve. So every suspect has to be hiding something. And often, when they do, try to hide it, they inadvertently help the murderer stay hidden. Even if your detective knows who did it, those other characters may be ruining evidence.