A few things I've noticed about mystery fiction tropes, in no particular order:
Mystery readers are the most active readers of any genre. They aren't passengers. They're working the whole time, testing theories, dog-earing pages, flipping back to recheck a detail on page forty, trying to get there before the detective does. No other genre asks this much of the person holding the book. And no other genre punishes the writer so quickly for getting sloppy.
Michael Connelly was a crime reporter for the LA Times before he wrote a single novel. You can feel it in every Harry Bosch book. The procedural detail doesn't read like research. It reads like someone describing a job they used to have.
A red herring that's just a dead end is lazy writing. The best red herrings are real stories that happen to point in the wrong direction. They need their own logic, their own weight. If the reader feels cheated when the false trail resolves, the writer didn't give it enough life.
The "fair play" rule says the reader must have access to the same clues the detective has. This matters more than any twist. Readers don't want to be fooled. They want to be beaten, which is a completely different thing.
In a city mystery, the detective walks away when the case closes. In Louise Penny's Three Pines, Inspector Gamache has to sit across from the killer's mother at a dinner party. Small-town mystery is a different animal because the social consequences of solving the crime never end.
Penny once said:
"I'm not interested in who did it. I'm interested in what took them so long."
That reframes the entire genre. Suddenly the murder is a question about human pressure, about the years of something building quietly until it breaks.
The best mystery series let the detective age. Bosch gets older in real time across Connelly's 35+ novels. His knees hurt and he's slower than he used to be. This is rare in genre fiction, where most heroes stay frozen. But it gives the series a cumulative weight that no standalone can match.
I'm genuinely unsure whether the detective novel is conservative or radical. On one hand, it restores order. Crime disrupts, the detective repairs. On the other hand, every mystery reveals that the world everyone trusted was already rotten underneath. I keep going back and forth on this.
Cozy mysteries and thrillers are doing completely different things with pace. A cozy lets you settle in, poke around, spend time in the tea shop before anyone dies. A thriller opens with the body and never lets you sit down. Both work. But a writer who confuses which rhythm they're in will lose the reader fast.
The best opening lines in mystery don't describe the crime. They describe the world just before the crime. That calm is what makes the disruption land.