Veg tanned leather is impervious to bacteria. Fungi can damage it, albeit slowly.

Chrome tanned leather is similar but way more resistant. Probably 99% of the leather (except shoe soles) people deal with is chrome tanned.

If you try to put it in your compost you are going to be sad.