The biggest cost factor is the type of potato and where it’s purchased. For instance, a 5-pound bag of russet potatoes could retail for $3 to $5. A 5-pound bag of white potatoes can cost $2 to $4 each. Fingerlings average $1.50 to $2.50 per pound.