When using a mayonnaise-based dressing it is important to add it to potatoes that have cooled. Mayonnaise added to hot potatoes tends to melt and become oily. If using a vinaigrette dressing, the opposite applies. Toss the potatoes with the vinaigrette while they are still warm. This way, the potatoes will obtain greater flavour by absorbing some of the dressing.