Combine shallots, vinegar, mustard, lemon rind, lemon juice, salt and black pepper in small bowl, stirring well with a whisk.
Gradually add remaining 2 T. oil, stirring constantly with a whisk until combined.
Drizzle dressing over warm potatoes; toss gently to coat.
Cool completely.
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