Boil potatoes until fork tender, peel, cool completely, and cut into medium cubes.
In a large bowl, whisk mayonnaise, vinegar, sugar, black pepper, and salt.
Add cubed cold potatoes and chopped spring onions to dressing.
Fold gently until potatoes are coated evenly.
Chill in refrigerator for 30 minutes before serving.