It varies from bog to bog.
They generally smell pretty nasty though.
Being that they're essentially giant fields of rotting matter that is unable to fully decay.
The one near where I used to live smelled somewhat like mud and stagnant water in places.
For the most part, it wasn't an issue unless you got near one of the bad parts.