Whisk together ingredients. Pour mixture into an airtight jar. Store in refrigerator for up to one week.
Combine 1 1/2 lbs cubed cheese (cheddar, gouda, havarti, monterey jack), 2 cups olives, 1 - 7 oz jar roasted red peppers (drained) in a large ziploc bag. Pour marinade over mixture. Chill for at least two hours before serving. Keeps for up to 2 days.