I hold them one hand under the bum and their fore-paws over my shoulder while sometimes lightly supporting their back/shoulder area with my other hand.
I never pick them up by the scruff as I was told that that's only done with small kittens, it is supposedly bad for them once they are a bit bigger.
Bad for them? In what way?