Combine all ingredients except for the feta cheese in a dressing shaker or a medium sized bowl. Shake or whisk thoroughly until all of the ingredients are combined and the oil and lemon juice are emulsified.
Once mixed, add feta and stir until mixed in. Refrigerate for about 30 minutes before serving. Leftover dressing can be stored in the refrigerator for up to 30 days.