Opinion's wanted, most cost and performance effective/efficient way of management plane traffic separation?

Title pretty much states the question,

I haven't dealt with creating a oob management access in the past, I was wondering what the go to was these days in regards to how people approach it. I was thinking either a terminal server/jump box or management VRF, but I wasn't sure if there were other options these days that are more secure/more viable.