a glancing blow
A hit that barely touches you, like someone trying to punch you but missing so bad it's almost cute.
He tried to punch me and missed so bad it looked like he was doing the moonwalk.
That blow barely touched me, it was like he was testing his aim with a blindfold on.
She hit me so light I thought it was a tickle.