No matter if it takes you a single run or ten thousand runs; qualified manpower to code and supervise it costs more than $12/run, so with prices like that the limiting factor is how much people-time you can devote to it.
If you're not running standard models (where you only have learning rate and regularization to grid over) but you're trying more specialized stuff/developing new models, 4 hyperparameters are not too many.