message queue consumers, scaling up or out

hey everyone ive been thinkin bout how we scale message queue consumers when we hit heavy load is it generally better to scale up more powerful machines for fewer consumers or out more machines with more consumers what factors do you consider when makin this decision for your systems lookin for some real world experiences and trade offs